{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 161 days 04:19:28.078000 worth of data for this one:\n",
      "Points=1331 Min=10.00757923 Max=10.00760335 Mean=10.00758981312549 Std=5.304279460975732e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu4\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Ditch data from before popcorn noise treatment\n",
    "raw=raw[11000:]\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu3\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.06650638500000028     Mean=0.06649533308333334     Std=4.566113031238273e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu1\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.011339456500000011     Mean=0.011332362566666603     Std=4.783758558499999e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu9\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.008940597500000536     Mean=0.008934709058333675     Std=3.3967970210017922e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu12\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.03621240350000221     Mean=0.036203367024999974     Std=5.248813125482391e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu11\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.03707368300000091     Mean=0.03706892413333345     Std=2.4805042507664794e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu6\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.011679239000001118     Mean=0.01167530150833338     Std=1.8278271845449183e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu15\n",
      "Both were measured on 60 days:\n",
      "Max diff=0.008151457999998613     Mean=0.008141647808333433     Std=3.228606210056372e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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H24IMbaUyCTB8QC6fOWgYDy/aQH1DY7JDE+m2lEyKiIiISNqL7jFZmEBlEuDs6cVsq4pQuqosmWGJdGtKJkVEREQk7UWTyUQqkwCfPXgYhf1yeFBTXSWNKZkUERERkbS3b5prgpXJPpkZfHlaEc+9s41tVXuTGZpIt6VkUkRERETSXllVhAyDwfnZCY85u6SYhkbnr4s2JjEyke5LyaSIiIiIpL2y6giD83PIzLCExxw4tB9HjxvMQwvX4+5JjE6ke0pqMmlms8xslZmtMbNr4xzPMbMHw+Ovm9m4mGPXhe2rzOzzMe1XmdlyM1tmZg+YWW7YfkXY382sMKb/TDOrNLPF4ev61uIzs/FhPKvD+BL/E5WIiIiI9DhlVbUJT3GNdfb0YtaW72bB+zuTEJVI95a0ZNLMMoHbgJOBycB5Zja5SbdLgJ3uPgG4GbgpHDsZOBc4FJgF3G5mmWZWBFwJlLj7FCAz7AfwMnAi8EGccF509yPC1w0JxHcTcLO7TwR2hnGKiIiISC9VVh2hsF/b6wenTB1Bv5ws5iz4MAlRiXRvyaxMHg2scfe17l4LzAHOaNLnDODe8P3DwAlmZmH7HHePuPs6YE14PoAsoK+ZZQF5wCYAd3/L3d/vaHzh9T8bxkMY35ltOK+IiIiI9DDlVZF2VSbzsrP4wuGjmL90M7v21iUhMpHuKyuJ5y4CYtdK3gDMaK6Pu9ebWSUwJGx/rcnYInd/1cx+AXwI1ABPuftTCcRyrJm9TZB4/ru7L28hviFAhbvXx1473knNbDYwG2D48OGUlpYmEIp0J9XV1fq9SYt0j0gs3Q/SGt0jPZO7s3VXDXt3bmvX729iZgN76xr55dxSPjOmT4t9dY9Ib5LMZDLe08tNn0xurk/cdjMbRFC1HA9UAA+Z2QXu/ucW4ngTGOvu1WZ2CvB3YGJbrx3vxO5+B3AHQElJic+cObOFMKQ7Ki0tRb83aYnuEYml+0Fao3ukZ6qsqaP+yac4avIEZn7qgDaP/7Q7c9e9yFu7MvjvmZ9ssa/uEelNkjnNdQNQHPN5NOGU1Hh9wmmrA4EdLYw9EVjn7mXuXgc8AhzXUhDuvsvdq8P384E+4QI9zV2jHCgI42kubhERERHpJcqq2rbHZFNmxtklxSzZUMnKzbs6MzSRbi2ZyeQCYGK4Mmo2wUI585r0mQdcFL4/C3jOg3WV5wHnhqu9jieoJL5BML31GDPLC59tPAFY2VIQZjYi7IuZHU3wM29vLr7w+s+H8RDG92i7vwURERER6dbKq8Nksl/7kkmALx5ZRHZmBg8uWN96Z5FeImnJZPjM4RXAkwQJ31x3X25mN5jZ6WG3u4AhZrYGuBq4Nhy7HJgLrAD+AVzu7g3u/jrBwjhvAkvD+O8AMLMrzWwDQSVxiZndGV7jLGBZ+MzkLcC5HogbXzjm+8DVYVxDwjhFREREpBeKViYL21mZBBiUn83nDh3O397ayN66hs4KTaRbS+Yzk9FppfObtF0f834v8JVmxt4I3Bin/UfAj+K030KQLDZtvxW4NdH4wva1fLR6rIiIiIj0YvumuXagMglwzvRiHluymadWbOX0w0d1RmiShsxsFvAbgm0Q73T3nzY5PoZgx4mCsM+1YV7T5ZI5zVVEREREpNsrr47QJ9MY2LfllVhb84kDCykq6MtcTXWVdjKzTOA24GRgMnCemU1u0u0/CWZVHknwqN7tXRvlR5RMioiIiEhaK6uKMCQ/h4yMeIv6Jy4jI1iI56U15azfsaeTopM0czSwxt3XunstMIdgN4tYDgwI3w8khYuFKpkUERERkbRWXh1p90quTZ1VMhozeGihqpMSV5aZLYx5zW5yvAiIvXni7Xn/X8AF4Xox84F/TVq0rVAyKSIiIiJprawTk8migr4cP3EoDy3aQENj3K3KJb3Vu3tJzOuOJscT2fP+POAedx8NnAL8ycxSktcpmRQRERGRtFZWFaGwX3anne+c6cVsrtzLi6vLOu2ckjY2AMUxn+PteX8Jwc4XuPurQC5Q2CXRNaFkUkRERETSVmOjs726ttMqkwAnHjKcwfnZ2nNS2mMBMNHMxptZNsECO/Oa9PkQOAHAzA4hSCZT8pcLJZMiIiIikrYqauqob/QObwsSKzsrgy8dWcQzK7eyvTrSaeeV3s/d64ErgCeBlQSrti43sxvM7PSw2zXAZWb2NvAAcLG7p2ROdVL3mRQRERER6c6ie0wWdmJlEoKprne+tI6/vbWRSz91QKeeW3q3cM/I+U3aro95vwL4RFfHFY8qkyIiIiKStsrDymFnViYBJg7vz5FjCpizYD0pKhqJJJ2SSRERERFJW9HKZGc+Mxl17vRi1myr5s0PKzr93CLdgZJJEREREUlbyZrmCnDqYaPIy85krhbikV5KyaSIiIiIpK3y6gg5WRn0z+n8pUT65WRx2mEj+b8lm6iO1Hf6+UVSTcmkiIiIiKStsqoIQ/vnYBZvr/iOO2d6MXtqG3h8SdOtAkV6PiWTIiIiIpK2yqojFHby4juxjhoziAnD+mnPSemVlEyKiIiISNqKViaTxcw4p6SYNz+sYPXWqqRdRyQVlEyKiIiISNoqr05uMgnwxaOKyMowVSel11EyKSIiIiJpqb6hke27a5M6zRWgsF8OJ00eziNvbaS+UXtOSu+hZFJERERE0tKOPbW4J2ePyabOnl7Mjt21vLWtIenXEukqSiZFREREJC1F95gcmuTKJMDxE4dSVNCXh9+tZefu2qRfT6QrKJkUERERkbS0L5nsn530a2VmGLecdwTb9zrf/PMiausbk35NkWRTMikiIiIiaam8OqgQDu2X2yXXmzZ2MJdOyeGNdTu47pGluOv5SenZslIdgIiIiIhIKkQrk4VdUJmMOmZUFrnDxvDrZ1ZzwNB8Lv/MhC67tkhnUzIpIiIiImmprCpCfnYmedld+0/ifzthIuvKd/PzJ1cxvjCfU6aO7NLri3QWTXMVERERkbTUFXtMxmNm3PTlw5g2dhBXPbiYxesrujwGkc6gZFJERERE0lJZVWqSSYDcPpnc8bVpDBuQw6X3LmRjRU1K4hDpCCWTIiIiIpKWyqojFHbBtiDNGdIvh7svmk6kvoFL7llA1d66lMUi0h5KJkVEREQkLaVqmmusicP787uvTmP1tmqufOAt6hu0ZYj0HEomRURERCTtROobqNhTx9AUViajPjmxkBvOOJTnV5Xxk8dXpjockYRpNVcRERERSTvbwz0mC1NcmYz66oyxrCvbzZ0vreOAoflceOy4VIck0iolkyIiIiKSdsqrgz0mu0NlMuq6Uw7h/e17+K95yxkzOI+ZBw1LdUgiLdI0VxERERFJO2VVYTLZTSqTAJkZxm/OPYKDRwzgir+8xaotVakOSaRFSiZFREREJO1Ek8nuMs01Kj8ni7suLiEvO5Nv3LNgX5wi3ZGSSRERERFJO9FproX9slMcyf5GDuzLXRdNZ8fuWi67byF76xpSHZJIXEomRURERCTtlFVFGJCbRU5WZqpDiWvq6IHcfM4RvL2hgn9/6G0aGz3VIYnsR8mkiIiIiKSdsm6wx2RrZk0ZwbWzDuaxJZu5+Zl3Ux2OyH60mquIiIiIpJ3yqtpun0wCzD7+ANaW7ea3z61hfGE+XzpqdKpDEtknqZVJM5tlZqvMbI2ZXRvneI6ZPRgef93MxsUcuy5sX2Vmn49pv8rMlpvZMjN7wMxyw/Yrwv5uZoVxrjXdzBrM7KyYtp+F51ppZreYmYXt08xsaXi+fe0iIiIi0juUVUco7EbbgjTHzPjxmVM49oAhXPvXpbyxbkeqQxLZJ2nJpJllArcBJwOTgfPMbHKTbpcAO919AnAzcFM4djJwLnAoMAu43cwyzawIuBIocfcpQGbYD+Bl4ETgg2ZiuQl4MqbtOOATwGHAFGA68Onw8O+A2cDE8DWr3V+EiIiIiHQ7ZVXdf5prVHZWBr+/YBqjB/flm39ayPvlu1MdkgiQ3Mrk0cAad1/r7rXAHOCMJn3OAO4N3z8MnBBWAc8A5rh7xN3XAWvC80EwNbevmWUBecAmAHd/y93fbyaWfwX+CmyLaXMgF8gGcoA+wFYzGwkMcPdX3d2B+4Az2/MFiIiIiEj3U1PbQHWkvsckkwAD8/pw90XTceAb9y6gck9dqkMSSeozk0XA+pjPG4AZzfVx93ozqwSGhO2vNRlb5O6vmtkvgA+BGuApd3+qpSDCauYXgc8SVB8Jr/eqmT0PbAYMuNXdV5pZSXi9j127mXPPJqhgMnz4cEpLS1sKRbqh6upq/d6kRbpHJJbuB2mN7pGeoWxPIwDbN6yjtHRDK707V0fvkW9NyeRnC3Zz7q3PcE1JLlkZehpLUieZyWS8O7vpmsbN9YnbbmaDCKqW44EK4CEzu8Dd/9xCHL8Gvu/uDbGPPprZBOAQIPoU89NmdjxBktpa3EGj+x3AHQAlJSU+c+bMFsKQ7qi0tBT93qQlukcklu4HaY3ukZ5h0Qc74Z+v8MnphzPzoGFdeu2O3iMzgcKxG7jmobd5ZucQ/udLU9HyHpIqyUwmNwDFMZ9HE05JjdNnQzhtdSCwo4WxJwLr3L0MwMweAY4DWkomS4A54X9khcApZlZP8Czka+5eHZ7rCeAY4E98lGA2F7eIiIiI9FDl1REAhvaABXji+fK00awr382tz6/hgKH5zD7+wFSHJGkqmc9MLgAmmtl4M8smWChnXpM+84CLwvdnAc+FzynOA84NV3sdT5D4vUEwvfUYM8sLn608AVjZUhDuPt7dx7n7OILnMr/t7n8Pz/VpM8sysz4Ei++sdPfNQJWZHRNe40Lg0Q5+FyIiIiLSTZRVhclkD3pmsqmrT5rEqVNH8j9PvMOTy7ekOhxJU0lLJt29HriCYAXVlcBcd19uZjeY2elht7uAIWa2BrgauDYcuxyYC6wA/gFc7u4N7v46QUL4JrA0jP8OADO70sw2EFQSl5jZna2E+DDwXniet4G33f3/wmPfAu4kWPjnPeCJDn0ZIiIiItJtlFdHMIPB+dmpDqXdMjKMX559OIePLuA7cxazbGNlqkOSNJTMaa64+3xgfpO262Pe7wW+0szYG4Eb47T/CPhRnPZbgFtaiefimPcNwDeb6beQYLsQEREREellyqoiDM7Lpk9mUrdcT7rcPpn84cISzrztZS65dwF/v/wTjBzYN9VhSQeZ2SzgNwTbIN7p7j+N0+ds4L8I1nZ5293P79IgQz37vyARERERkTYqq4pQ2EOfl2xqaP8c7rq4hN2RBi65ZyG7I/WpDkk6wMwygduAk4HJwHlmNrlJn4nAdcAn3P1Q4DtdHmhIyaSIiIiIpJXy6kiPfl6yqYNHDOC35x/JO1t28W9zFtPQGHcjAukZjgbWuPtad68F5hDsZhHrMuA2d98J4O7bujjGfZRMioiIiEhaKetlySTAZw4axo++cCjPrNzKT59ocX1KSa0sM1sY85rd5HgRsD7mc7w97ycBk8zsZTN7LZwWmxJJfWZSRERERKQ7cfdwmmvPXXynORcdN461ZdX84cV1jC/sx/kzxqQ6JNlfvbuXtHA83qahTUvNWQS7XcwkWHz0RTOb4u4VnRNi4lSZFBEREZG0sbu2gb11jb2uMhn1w9Mm8+lJQ7n+0WVU7qlLdTjSdhuA4pjP8fa83wA86u517r4OWEWQXHY5JZMiIiIikjZ6wx6TLcnKzOCsaaOpb3S2Vu1NdTjSdguAiWY23syygXOBeU36/B34DICZFRJMe13bpVGGlEyKiIiISNqIJpO9ZTXXeAblBVN4d+6uTXEk0lbuXg9cATwJrATmuvtyM7vBzE4Puz0JbDezFcDzwHfdfXsq4tUzkyIiIiKSNsqre3dlEqAgrw8AOzXNtUdy9/nA/CZt18e8d+Dq8JVSqkyKiIiISNrYN821N1cm84PKZMUeVSYluZRMioiIiEjaKKuKkJlh+6aC9kaDVJmULqJkUkRERETSRnl1hCH52WRkxNuBoXfo2yeT7KwMVSYl6ZRMioiIiEjaKKuK9OrnJQHMjEF5fdipZFKSTMmkiIiIiKSNsupIr17JNWpQXramuUrSKZkUERERkbRRngaVSQhWdNU0V0k2JZMiIktgDwoAACAASURBVCIikhbcnbLq9EgmVZmUrqBkUkRERETSQmVNHXUNnhbTXAvyslWZlKRTMikiIiIiaaG8OtxjMi0qk32o2FNHsL+9SHIomRQRERGRtLCtKkwm06AyOSgvm/pGpzpSn+pQpBdTMikiIiIiaaEsmkz2z05xJMlXkNcHgAo9NylJpGRSRERERNJCeXXwDOHQfrkpjiT5BuUFCbP2mpRkUjIpIiIiImmhrCpCdmYGA/pmpTqUpBuUH1QmtaKrJJOSSRERERFJC2VVEQr7ZWNmqQ4l6QrCyqRWdJVkUjIpIiIiImmhPE32mAQo6BtWJncrmZTkUTIpIiIiImmhrCp9ksmBfTXNVVpmZsea2W1mtsTMyszsQzObb2aXm9nARM6hZFJERERE0kJZdYTCNNgWBCArM4MBuVma5ipxmdkTwKXAk8AsYCQwGfhPIBd41MxOb+08vf/pYxERERFJew2Nzo7dtWlTmQQYlJ+tyqQ052vuXt6krRp4M3z90swKWzuJKpMiIiIi0uvt3FNLQ6OnVTJZkJetrUGkOf9lZse11CFOsrkfJZMiIiIi0uuVVUUA0maaK8CgvD5UqDIp8a0mqD6+b2Y3mdkR7TmJkkkRERER6fXKq4NkMp0qk4NUmZRmuPtv3P1Y4NPADuCPZrbSzK43s0mJnkfJpIiIiIj0etHK5NA0qkwWqDIprXD3D9z9Jnc/Ejgf+CKwMtHxSiZFREREpNfbN801zSqT1ZF6ausbUx2KdFNm1sfMvmBm9wNPAO8CX050vFZzFREREZFer7w6Qt8+meRnZ6Y6lC4zKC/Ya7KippZh/XNTHI10J2Z2EnAecBrwOjAHmO3uu9tyHlUmRURERCSl3J3n39nG3rqGpF2jrCrC0P45mFnSrtHdFORlA2iqq8RzHfAqcLC7f8Hd729rIglKJkVERETS0stryvn5k+/Q2OipDoUnl2/l6/cs4Oq5i5MWT1l1hMJ+2Uk5d3c1KEwmd+7WIjyynwHAFOBoM2t32VrJpIiIiEiaeX7VNr7+xwXc9vx7/H3xxlSHw+NLN5OZYcxfuoVfP7s6Kdcor6pNq5VcIViAB2BnJ1UmI/UNvPJeOe6p/wOEdNgxwN+AmcALZjbfzP6tLSu5gpJJERERkbTy/KptfPO+RUwc3o8pRQO46R/vsKe2PmXx1NQ28OzKrZxdMpqvTBvNLc+uZt7bmzr9OmXVkbRLJgflR6e5dk5l8pkV2zj/D6/zw0eXdYuKtrSfu9e7e6m7X+vuM4BLgCrgJ2b2ppndnsh5kppMmtksM1tlZmvM7No4x3PM7MHw+OtmNi7m2HVh+yoz+3xM+1VmttzMlpnZA9GyrJldEfZ3MyuMc63pZtZgZmfFtI0xs6fCPVVWRK9vZuPDeFaH8aXXnAgRERHplUpXbeObfwoSyfsvncF/n34oW3dF+P0La1Ma057aBk47bBQ/+eIUpo8bxHcfepvF6ys67Rp1DY3s2F1LYRptCwIfLcDTWZXJsqq9APz5tQ+57pGlNCih7LHM7KzY6a3uvtnd73b3s4ES4P5EzpO0ZNLMMoHbgJOBycB5Zja5SbdLgJ3uPgG4GbgpHDsZOBc4FJgF3G5mmWZWBFwJlLj7FCAz7AfwMnAi8EEzsdwEPNnk0H3Az939EOBoYFvYfhNws7tPBHaGcYqIiIj0WKWrtjH7T4uYOCxIJAvyspk2djBfOHwU//vCe2ysqElJXI8t3cyQ/GxmjB9MTlYmv79gGkP753DZfQvZXNk5Me0InxlMt8pk3z6ZZGdldFplsqImSEq/PfNAHly4nu8+9Db1Ddp2pIf6KvChmd1nZieH+RIA7t7o7i8ncpJkViaPBta4+1p3ryVYbvaMJn3OAO4N3z8MnGDBEltnAHPcPeLu64A14fkg2M6kr5llAXnAJgB3f8vd328mln8F/spHyWI0Yc1y96fD8dXuvie8/mfDeAjjO7M9X4CIiIhIdxAvkYz6/qyDAPjZP97p8rhqaht4buU2Zk0ZQVZm8M/SIf1yuOui6eyJ1HPZfQs7ZQpudI/JoWlWmTQzBuX1YWdnJZN76uifk8X3Zh3MNSdN4pG3NnLV3LepU0LZ47j7F4EJwLMExbr1ZvY7Mzu+LedJ5j6TRcD6mM8bgBnN9XH3ejOrBIaE7a81GVvk7q+a2S+AD4Ea4Cl3f6qlIMJq5hcJEsTpMYcmARVm9ggwHngGuBYYBFS4e/T/cm0I44l37tnAbIDhw4dTWlraUijSDVVXV+v3Ji3SPSKxdD9Ia7rjPbK0rJ7fvBVhVH4G3zq4nsVvvLJfn8+NzeTRxZuYmrODCYO6bh/GBVvqqalrYHTjtv2+t8umZPGbN3dx4W3P8O0jcsjowJYeS8qCf9Z9uHo5pWVdnzTH6up7pE9jLWs+3Exp6c4On+vd9yPkZDRQWlrK1Ew4e1If5r69iU1btvKtw3PIykifbVd6A3ffRVA4u9fMhgBnAb81s8HuXpzIOZKZTMa7m5pOrG6uT9x2MxtEULUcD1QAD5nZBe7+5xbi+DXwfXdvaLKvUBbwKeBIguT0QeBiYF4CcQeN7ncAdwCUlJT4zJkzWwhDuqPS0lL0e5OW6B6RWLofpDXd7R554d0yfvvMQiYNH8D9l87YtyBLU9OPref1X5Ty2KZcHjnjODK6KCl46P43Key3ndlf/CyZTa45E8gfsZYb569kcd0orv7cQe2+zraF62HREj5//LEUD87rWNAd1NX3yOh3X6WxEWbOPLbD57rv/QUMZy8zZ34KgJkz4aCX1vHjx1YwZ30/bvvqUeRkdd0fI6RzhDnWl4BzgMEEMzoTksxprhuA2Ix2NOGU1Hh9wmmrA4EdLYw9EVjn7mXuXgc8AhzXShwlwBwze58g277dzM4Mr/FWOA23Hvg7cBRQDhSE8TQXt4iIiEi39s93y7jsvoVMGNqvxUQSID+curh4fUVSVlKNZ09tPc++s5WTp4zcL5GMuvRT4zm7ZDS3PLeGRzuwhcm+aa5p9swkBHtNdt4019p9241EXfLJ8fz4zCk8s3Ibl923iL11DZ1yLUkuM+tvZl8zs/nASoIZnD8Bxrj7dxI9TzKTyQXAxHBl1GyChXKaVv3mAReF788CnvNg45p5wLnhaq/jgYnAGwQVxGPMLC98tvEEgh++We4+3t3Hufs4gucgv+3ufw/jG2RmQ8OunwVWhNd/PoyHML5H2/cViIiIiHS9f75bxqX3LeTABBLJqC8dWcTUooH89Imu2SrkuXe2sbeukVMPG9lsHzPjJ2dO5ehxg/nuw0t468P2TdUsr47QPyeL3D7pVzUryOvTaau5VtbUUdB3/3vpa8eM5aYvT+XF1WV8454FKd1qRhK2jmCh098Bxe4+292juVjCkpZMhtW+KwhWUF0JzHX35WZ2g5mdHna7CxhiZmuAqwmeWcTdlwNzgRXAP4DL3b3B3V8nSAjfBJaG8d8BYGZXmtkGgkriEjO7s5X4GoB/B541s6UEU2v/EB7+PnB1GNeQME4RERGRbi9akWxLIgmQkWFc/4XJbNm1lzv+mfytQh5fspmh/XOYPm5wi/2yszL43QVHMXxADrP/tIhN7Vh1tqwq/faYjCrIy6ZiTy1tzBHiqqypY0DfPnGPnTN9DL/8yuG8tnY7l967UPtQdn9j3P2r7v5/4YzPfczsikRPktR9Jt19vrtPcvcD3f3GsO16d58Xvt/r7l9x9wnufrS7r40Ze2M47iB3fyKm/UfufrC7T3H3r7l7JGy/xd1Hu3uWu49y90vjxHOxuz8c8/lpdz/M3aeGx2rD9rVhPBPC+CLJ+5ZEREREOseLq4NEcnxhPvdfOoPBCSaSUdPHDebUw0by+xfe67RtOeLZHannuXe2ccqUEc1OcY0VXeG1prahXSu8llVFKEzTZHJQXh/qG53qSMeqhe5OxZ66/aa5xvrSUaO54YwpvPLedp5YtqVD10tnZjbLzFaZ2Rozu7aFfmeZmZtZSVuv4e57wnOsM7O1Ma8PaMO2iElNJkVERESka7y4uoxL7w0Syb9cdkybE8moa2cdTKPDz/6xqpMj/Miz72wjUt/IqYeNSnjMpOH9+e15R7Jy8y6ufvDtNlW+yqsjabctSFR0G5iKDk513VPbQH2jU9BMZTLqvKPHMHFYP3719CoaVJ1ss3C/x9uAk4HJwHnhloZN+/Un2NLj9Q5esoTgecnpBGvRXAssTHSwkkkRERGRHu6l1eWdkkgCFA/O47JPjedvb21s9zOKrXl8ySaG9c+hZOygNo37zMHD+MEph/CP5Vu4+Zl3Ex6XztNcB4XJZEcX4amoCZLRliqTAJkZxtUnTeK9st0dWjQpjR0NrAlnStYCcwh2s2jqx8DPgL0duZi7b495bXH3B4DDEh2vZFJERESkB3tpdTmX3LugUxLJqG/NnMDQ/jnc8NiKTnnWLlZ1pJ7nV5VxytSR7dqC5JJPjueckmJ+m+AKr3vrGti1tz6Nk8kg+evoIjwVYTI6sJXKJMDnDx3BoaMG8OtnVlPX0Nih6/ZCWWa2MOY1u8nxImB9zOf99rw3syMJFs15rKPBmNlRMa9pZvYvwPpoW6s/TEcDEBEREZHUSEYiCdAvJ4vvfv4gvvfwEua9vYkzjihqfVCCnl25ldr6Rk5rYRXXlpgZPz5zCuu27+a7Dy9hzOA8jhzTfIVz++4gCSrs1znfTU/z0TTXjlUmK8NkdGCc1VybysgwrvncJL5xz0IeXrSB844e06Fr9zL17t7SM47x/sKy7y86ZpYB3Axc3Enx/LKFdifY8aJZqkyKiIiI9EAvr/kokWzPYjutOeuo0Rw6agA3PfEONbWdt3fgY0s2M2JALke1kAC2Jjsrg99fMI0RA3K57L6WV3hN5z0mIaYyubuDyWSC01yjPnPQMI4oLuC3z64mUq+9J9tgA1Ac87npnvf9gSlAqZm9DxwDzGvPIjwA7v6ZFl4tJpKgZFJERESkx3l5TTnfuOejRHJIEhaXycgwrj9tMpsq9/KHFztnq5CqvXW80IEprrEG52dz10UlROoauPTe5ld43ZdM9svt0PV6qui01A5Pc62JViYTSybNjH//3EFsqtzLnDfWtz5AohYAE81svJllA+cC86IH3b3S3QvdfZy7jwNeA05394QXzQEwswvCKmdzxw80s0+2dh4lkyIiIiI9SLQiOW5I8hLJqBkHDOGUqSP4Xel7bKns0DofADyzciu1DY2c2s4prk1NHN6fW84/kne27OKqBxfHXeG1vDpIJgv7p+c016zMDAbkZnV4mmt0NdhEK5MAn5gwhBnjB3Pr82s6tbrdm7l7PXAF8CSwEpjr7svN7AYzO70TLzUEeMvM7jazy83sbDO7MLzOCwSL+2xt7SRKJkVERER6iFfCRHLs4Hz+cllyE8mo604+hIZG52dPvtPhcz2+ZDOjBuZyZHFBJ0QW+MxBw/iPUyfz5PKt/Orp/Vd4jVYmh+Sn5zRXgEH52R2uTFbW1JGdmUHfPpkJjzEzrvncQZRVRfjTa+936PrpxN3nu/skdz/Q3W8M265393lx+s5sa1UyHPcb4CjgAWAocEL4eSPwNXf/sruvbu08WoBHREREpAd4ZU053wgTyfu7KJGEYKuQSz41nt+VvsdFx47j8HYmgrv21vHPd8u58NixHZ7i2tQ3PjGO1VuruPX5NUwY1o8zj/xowaCyqgiD8vqQnZW+NZSCvOwObw1SWVPLwLw+mLXtd3f0+MEcP2kovyt9j/NnjKVfjtKP7sLdG4Cnw1e7pO9/VSIiIiI9xCvvBYnkmMF53H/ZDAq7KJGM+vbMAyns17GtQp5Z0blTXGOZGTecMYUZ4wfzvb8u4c2Y/THLqyNd/n11N4Py+uybptpeFXvqEn5esqlrTprEzj11/PGldR2KQbofJZMiIiIi3dgr7wWL7YwZnMdfLjsmJYlR/9w+fPfzk1j0wU4eW7K5Xed4fMlmigr6ckQnTnGNFbvC6+z7FrExXOG1rCqStiu5Rg3qhMpkxZ46CtqZTB5eXMCJhwznjhfX7ttiRHoHJZMiIiIi3dSr721PeSIZdda0YiaPHMBPn3iHvXVtW0ylsqaOf64u45SpI9o8TbItBjVZ4XV3pJ6yaiWTBZ1QmaysqWvT4jtNXX3SJKr21nPnS52zMrB0D0omRURERLqhV9/bztfveYPiQalPJAEyM4wfnjaZjRU13NnGrUKeXrGVugbn1MNGJSm6j0wc3p/fnn8kq8IVXsuqNM11UF421ZF6ausb232Oypo6BrSzMgkwedQATj1sJHe/tI7t4Qq7yRapb2BjRU2b//iRTswsx8zON7MfmNn10Vei41t9AtbMRhPsb/IpYBRQAywDHgeecPf235UiIiIisp9oRbJ4UB4PzE59Ihl17IFDmHXoCG4vfY+vlBQzfEBiezc+vmQTRQV9OXz0wCRHGJh50DD+89TJ3PDYCoC0r0wOCiuKFTW1DOvfvv02K/bUUtC3Y9urXHXiRJ5Yupn//edafnDKIe06R2Ojs2NPLWVVkY9e1ZG4nyvDvTH/ctkMjjuwsEOx92KPApXAIqDNWX6LyaSZ/REoAh4DbgK2AbnAJGAW8B9mdq27/7OtFxYRERGR/b22NkgkRw/q2y0qkk1dd8rBPPerbfz8yVX84iuHt9q/ck8dL64u55JPjk/qFNemvv6JcazeVs0Db3zIsDRPJgvygiSwYk9du5LJuoZGdtc2dGiaK8CEYf0588gi7n3lfS795HiGhX+McHeqI/WtJodlVRG2766lIc5+on37ZDJsQA5D++UwcVg/jjtwCEP75TC0fw4HFPbrUNy93Gh3n9Xewa1VJn/p7svitC8DHjGzbGBMey8uIiIiIh95be12vv7HjxLJ7lhRGzskn69/chz/+8JaLjp2HFNbqTY+uWIL9Y2elFVcWxKs8HooU4sGctLk4V167e5mUJhM7tzdvkV4ohW+jiaTAP92wkTmLd7EhXe/QV525r5EcW/d/pMdszKMwjAhHD4glymjBjK0f87HX+HxfG050l6vmNlUd1/ansGtfeuzzKzC3TfEO+jutcCa9lxYRERERD4STSSLunEiGXXFZybw10UbuOGx5cz95rEtVhwfX7KZ4sF9mVrUNVNcY/XJzOD8Gap7FOyb5tq+RXiii/e0d2uQWGOH5HP5ZybwxLLN9M3OZNqYQU2Sw9x97wv69un0PUllP58ELjazdQTTXA1wdz8skcGtJZNFwKvhyR8AHnL38o5EKyIiIiIf93pMIvlAN08kIdgq5JrPHcR1jyxl/tItzVYdd+6u5eU15Vz6qQO6dIqrfNy+ZLKd24NU1gTjOiOZBLjqpElcddKkTjmXdNjJHRnc4mqu7n4VwTTWHwKHAUvM7Akzu9DM+nfkwiIiIiISJJIX76tIzuj2iWTU2SXFHDyiP/9v/spmV8t8KpzieloXT3GVj9s3zbWd24N8NM21YwvwSPfj7h+4+wcEi6x6zCshrW4N4oEX3P1bQDHwa+AqYGv7QhYRERERCCuS9yxgVEEuf7lsRrtX2kyFzAzj+i8EW4Xc9dK6uH0eW7KZsUPyOHTUgC6OTmLlZWcyIDeLD7bvadf4zpzmKt2LmZ1uZquBdcALwPvAE4mOT3ifSTObCtwA3AbUAj9oU6QiIiIiss8b63bw9XsWMHJgLg/MPqZHJZJRxx1YyOcmD+f259ewbdfejx3bsbuWV97bzqlTR2qKa4qZGYeNLmDZxsp2jY8mkwVKJnujHwPHAO+6+3jgBODlRAe3mEya2UQz+6GZrQD+AuwBPufuM9z91x0IWkRERCRtvbFuBxf/8Y0enUhG/eCUQ6htaOQXT636WPuTy7fQkIJVXCW+qaMH8s6WXUTq409Jbkl0musAJZO9UZ27bwcyzCzD3Z8Hjkh0cGuVyScJ9pU8x92nuvuN7r62A8GKiIiIpLUF78ckkpf17EQSYFxhPl//xHgeWrThY5Wv+Us3M74wn8kjNcW1Ozh89EDqGpx3Nle1eWxlTR0DcrPI1MqqvVGFmfUDXgTuN7PfAPWJDm4tmZzg7v/R0r4jpnkLIiIiIgl59b3tXHT3G4yIJpIDenYiGXXFZycwOC+bGx5bgbuzvTqiKa7dzNTRBQAs2VDR5rEVe2oZ2Al7TEq3dAbB7NPvAP8A3gO+kOjg1rYGec7M/go86u4fRhvNLJtgT5KLgOeBe9oWs4iIiEj6WL9jD794ahWPLt7EAUPzmdOLEkmAAbl9uPpzk/iPvy3jH8u2sHNPnaa4djOjBuYyJD+bJRva/txkZU0dBX21kmtv5O67zWwsMNHd7zWzPCAz0fGtJZOzgG8AD5jZeKCCYNprJvAUcLO7L25f6CIiIiK9287dtdz6/Br+9OoHmMG3Zx7Iv8w8kAG5va/Kc05JMX969QP+3xMrGTEglwOG5nPwCO0k110Ei/AMbFcyWVFTt2+vSuldzOwyYDYwGDgQKAJ+T7AQT6taTCbdfS9wO3C7mfUBCoEad297fVxEREQkTeyta+Dul9fxu9L32B2p5yvTirnqpEmMGNh7qpFNZWVm8MPTJvPVO19n/Y4arvzsBE1x7Wamji7ghXdXs6e2nrzs1mpKH6ncU8eogr5JjExS6HLgaOB1AHdfbWbDEh2c8F3k7nXA5jaHJyIiIpImGt2Zu2A9v3r6Xbbs2ssJBw/j+ycfzKTh6VGh+8SEQk48ZDjPrNzKKZri2u0cPnogjQ7LN+1i+rjBCY+rqKnTtiC9V8Tda6N/+DGzLMATHZz4nyREREREJC535/lV27j+5Ro2VC/h8OICfnPuEcw4YEiqQ+tyP/3yVF5eM5KDR2gV1+5m6uiBACzZUJlwMunuwTOTmubaW71gZj8A+prZScC3gf9LdLCSSREREZEOWLy+gv+Zv5LX1+1geJ5x+1eP4uQpI9J2imdhvxzOOKIo1WFIHMP65zJyYG6bVnStjtTT0OhagKf3uha4BFgKfBOYD9yZ6OCEk8mYVX6eMbO+QJa7t32jGhEREZFe4P3y3fz8qVU8vmQzQ/KzueGMQxlVs44Tp2p6p3RfU4sGsrQNi/BU7KkDYKCmufZK7t4I/CF8tVlCyWScVX5G04ZVfkRERER6i/LqCL99djX3v/4hfTIzuPKEicw+/gD65WRRWvp+qsMTadHhxQU8tWIrlTV1CSWIlTVhMqlprr2SmZ0G/BgYS5AbGuDuntA89UQrkx1a5UdERESkp9tTW89dL67jf/+5lpq6Bs6ZXsx3TpjYq/aLlN5valHw3OTyjZUcN6Gw1f7RZFIL8PRavwa+BCx194QX3olKNJns0Co/IiIiIj3Zso2VfOOeBWyrivD5Q4fzvVkHc+DQfqkOS6TNDgsX4Xl7Q2LJ5L5prqpM9lbrgWXtSSQh8WSyQ6v8iIiIiPRk//vPtUTqG/nrt45l2tjEt1QQ6W4K8rIZMziPpRsTW4SnoqY2GKcFeHqr7wHzzewFIBJtdPdfJTI4I8GLXAuU8fFVfv6zbXGKiIiI9DzVkXqeXrGFLxw+Uomk9AqHjR7I2+sTW4Rn3zRXVSZ7qxuBPUAu0D/mlZBEk8m+wN3u/hV3Pwu4O2xrkZnNMrNVZrbGzK6NczzHzB4Mj79uZuNijl0Xtq8ys8/HtF9lZsvNbJmZPWBmuWH7FWF/N7P9avZmNt3MGszsrCbtA8xso5ndGtM2zcyWhue7xdJ1bW8RERHhqeVb2FvXqO0upNc4bPRANlbUsL060mrfyj115GRlkNsnswsikxQY7O5fcvcfuft/R1+JDk40mXyWjyePfYFnWhpgZpnAbcDJwGTgPDOb3KTbJcBOd58A3AzcFI6dDJwLHArMAm43s0wzKwKuBErcfQqQGfYDeBk4EfigmVhuAp6ME+qPgReatP2OYPXaieFrVks/q4iIiPRejy7eRFFBX6aNGZTqUEQ6xWGjCwBYsrH16mTFnsRWfZUe6xn7/+zdd3zV9fX48dc7eyeQzQhBCGHJBhFFwnDgAGodtFpHh986qq1dtt+2trb9qh12/Kptrbva4ixDUbEqyIYACTvM7AnZO/fe8/vj3mAIGTfJvbkZ5/l43Efu/dzPOCSX5J77fr/PMeaq7h7sbDIZICLVzQ8c94M6OWYOcEJETolII7AKWN5qn+XAy477bwGLHaOAy4FVItIgIqeBE47zgX2dZ6CjCFAQkO+IaZ+IZLYTy7eAt4HilhuNMTOBWGBDi23xQJiIbHcsRH0FWNHJv1UppZRSA9CZ6ga2nDjDsmnD8PLSiUpqYJg0LAxjYL8TU10r6pp0iuvAdj/wgTGmzhhTaYypMsZUOnuwswV4aowxM0RkL5xLwuo6OWY49upAzXKBS9rbR0QsxpgKINKxfUerY4eLyHZjzO+AbMf1N4jIBjrgGM38ArAImN1iuxfwe+ArnN8vc7jjeuddu51z34N9BJPY2Fg2btzYUSiqD6qurtafm+qQvkZUS/p6GHz+m9WE1SYMb8pn48bCTvfX14jqTF95jcQFGT5NP8lUn7wO98ssqAOhT8SsXE9EnF4f2RZnk8lvA28aY/Idj+OBWzs5pq2P71qXnG1vnza3G2OGYB+1HA2UO2K6XURe7SCOPwI/FBFrq6WP9wHrRSSn1XZn4rZvFHkWeBZg1qxZkpKS0kEYqi/auHEj+nNTHdHXiGqpr7weRIT/7MsjKSaUix1l/pV7/OmZrYyP8+f2G65wav++8hpRfVdfeY3MLUpj+8mzncbyRNpnJAwJIiVlVu8EpvoVp5JJEdltjBkPJGNPto6KSFMnh+UCI1s8HoFjSmob++Q6pq2GA6UdHLsEOC0iJQDGmHeAeUBHyeQsYJUjYYwCrjXGWIBLgfnGmPuAEMDPGFMN/MlxvY7iVkoppTzmeHE1D7+RDsCi8TE8tDiJqSMjPBzVwJN1toZ92eX88Jrxng5FvsZB1QAAIABJREFUKZeLCfOntLax0/0q6pqYPFynuaq2ObtmEuxTRKcA07EX07mjk/13A0nGmNHGGD/shXLWttpnLXCn4/5NwCeOdYprgZWOaq+jsRfB2YV9eutcY0yQY23lYuBIR0GIyGgRSRSRROzrMu8TkdUicpuIJDi2fw94RUQeEZECoMoYM9dxjTuANZ19c5RSSqnesvn4GQDuueIi9maXsfzprdz94i7ScpzrG+du206eYf5vPuH0mRpPh9Ija9PsnyUvmzbMw5Eo5Xqh/j40Wmw0WKwd7ldR10SEFuBR7XAqmTTG/BP4HXA59qRyNvYRv3aJiAV4AHsF1SPAGyJyyBjzmDFmmWO354FIY8wJ4GHs/SwRkUPAG8Bh4APgfhGxishO7AnhXuw9L71wTDM1xjxojMnFPpK43xjznHPfgjbdCzyHvfDPSeD9HpxLKaWUcqnNx0u4KCqYH187gS0/XMT3r04mLaecFU9v5c4XdrE3u8yj8b22M5uc0jp+8FY6NlubK0X6PBFhdVoecxKHMjyi025oSvU7oQH2BLGq3tLuPg0WK7WNVi3AM8AZY4YYY6YYY2Y035w91tk1k7OAiY5RQ6eJyHpgfattP2txvx64uZ1jf429iWbr7Y8Cj7ax/c/AnzuJ5652tr8EvNTicSowuaNzKaWUUp7QYLGy49RZbpllXw0S4u/D/QvHcue8RP65PYt/bD7Fjc9sY35SFN9eksTMUUN7Nb7aRgufHClmdFQwuzPLeGlbJl+9fHSvxuAKh/IrOVlS0y9jV8oZoQH2NKC63kJUiH+b+1TU2Ve1aWuQ3mWMuQb70jtv4DkReaLV8w8DXwcsQAnwVRG5oD2ik9f6JXAX9gG05lxPsBcv7ZSz01wPAnFdDU4ppZQarESEfdllPP7+EfLLOyuA7rw9WWXUN9mYnxR93vYQfx/uTRnD5h8s5JGl4zmcX8kX/7qd25/bye7MUpddvzP/PVJMXZOVx2+8mEXjY/jNh0fJ7IfTXdek5eHrbbh2crynQ1HKLUL87clkRyOTlc3JZJBfr8SkwBjjDTwNLAUmYl9eOLHVbvuAWSIyBfuszd/04JK3AGNEJEVEFjpuTiWS4PzIZBRw2BizC2ho3igiy9o/RCmllBp8ahstrE3L5587sjiUb2/VlVNayzO3zXTJ+TcfP4OPl2HuRW2POAb7+/DNBWO449JRvLoji2c/O8XNf9vOvDGRPLQ4iUsuinRJHO1Zl55PbJg/cxKHkhgZzJV/2MQP3trPqnvm9ps+jVabsDY9nwXjohkSrG+i1cD0+TTX9mtqltfan9M1k71qDnBCRE4BGGNWYe9mcbh5BxH5tMX+O4Dbe3C9g0AEUNydg51NJn/enZMrpZRSg8WJ4ipe3ZHN23tzqaq3MD4ulF+umEz22Rr+sfk0B/MqmDy85208thw/w/SEiHNvBNsT5OfDPVeM4StzE3ltZxZ/23SKW5/dwf0Lx/D9q91TnbSirolNGSV85dJReHkZ4sID+Nn1E/n+W/t5eXsmd1/WP6aM7jx9lqLKBn5yXZttppUaEJqnuVY1tD8y2ZxM6jRXl/IxxqS2ePyso91gs+FATovHucAlHZzva/SsvsvjwD5jzEG6MWjobGuQTcaYUUCSiPzXGBOEfQ6vUkopNWg1WmxsOFzIqzuy2HGqFD9vL5ZeHMdX5o5i5qghGGOorG/ijdRcfr8hgxfvntOj652tbuBgfgXfWTLO6WMC/bz5+vyLuO2SUXz79X28tDWT+1LGEuzv7OfJzttwqJBGq43rp3w+NfSmmSNYf6CAJz84ysLkGBKjgl1+XVdbsy+fYD9vlkyI9XQoSrnNuWSyg2muzWsmtQCPS1lEpKNCpk73vDfG3I69ts2CHsTzMvAk9uKmtq4e7Gw1129gn4/7d8em4cDqrl5MKaWUGgjyy+v4/YYM5j3xCQ/8ax+5ZXX84Jpktv1oEX9aOZ1ZiUNx9DcmLMCXby4Yw6cZJaT2cO3i1pNnEYH5SVFdPjbQz5t7rhhDTaOVdenuaZ+8bn8BI4YEMq1Fz0tjDI/fOAVfby9+8Pb+Pl/dtcFiZf3BAq6eFEegn35urgYup6a5NieTgTrduxflAiNbPG6z570xZgnwv8AyEWlo/XwXnBGRP4vIpyKyqfnm7MHOFuC5H7gMqAQQkeNATNdjVUoppfonm004UGLh6y+ncvmTn/CXT08wZUQ4L941m03fX8h9KWPbrYh457xRRIX485sPM+hiYfTzbDleQliAD1NGRHS+cxtmJEQwLjaEf+/O6XznLiqtaWTriTPcMHXYuUS6WfN0112nS3lle6bLr+1Knx4toarewvLpOsVVDWzNBXiqOxqZrG3EmM9HMVWv2A0kGWNGG2P8gJXA2pY7GGOmYx/kWyYi3Vrr2MIeY8zjxphL3dkapEFEGpv/OBhjfGhnuFUppZQaSEprGnkzNYd/7com62wDkcFlfHPBGL40J4GRQ4OcOkeQnw/fWjSWR9ceYvPxM1wxLrrzg1oRETYfP8NlY6Pw7mYhG2MMK2cn8Ni7hzlSUMmE+LBunact7x8swGoTbpgyrM3nb5o5gvcOFPDkBxksHB/DqMi+Od11TVoeUSF+XDbGvYWKlPI0Px8v/H28Ol4zWddEWIBvvymeNRCIiMUY8wDwIfZlhS+IyCFjzGNAqoisBX4LhABvOvKz7B4URp3u+Dq3ZRg42RrE2WRykzHmx0CgMeZK4D5gndMhKqWUUv2IiLA3u5zXdmTx7oECGi025iQOZelwK9+5ZSH+Pl2f/rhyzkie/ewUv9uQwfykqAtG7zpzsqSGgop6HljU9SmuLd04YzhPfHCUVbuy+cVy17VUXpeez5joYCbEh7b5vH2668Vc9YfP+P5b+1n1jb5X3bWyvomPjxbz5TkJ+Hg7O3lLqf4rNMC30zWTul6y94nIemB9q20/a3F/iQuvtbAnxzv7m/IR7A0xDwD/g/0f95OeXFgppZTqa2oaLPxrZzbX/XkLX/zrNjYcLuLWWSP58NtX8MY3L2XuMJ9uJZIA/j7ePLQkif25FXx4qKjLx28+XgLAFUldH9VsKSLIj6WT4/jPvjzqm6w9Olezosp6dp4u5fopF05xbSk+PJCf9uHprh8cLKTRYmPZtLZHV5UaaEIDfDptDaJtQQY2Y0y4MeYpY0yq4/Z7Y4zTpcc7HZl0NM58WURuB/7Rk2CVUkqpvuh4URWv7sjinb15VDXY23r8asVkVkwffm5dkSvcOH04f9t0kqc+yuDKibFdmq66+fgZEiODnJ5a25GVsxNYk5bP+gMF3DhjRI/P997+AkTghqnxne5787nqrn1vuuvatHxGRQYxfWT31qQq1d/Yk8lOprlqMjnQvYC91+QtjsdfAV4EbnTm4E5HJkXECkQ7FoAqpZRSA0Kjxcba9Hxu+ft2rvzDZ/x7Vw6LJ8Tw9r2X8v5D87l97iiXJpIAPt5ePHzlOI4VVXepomqjxcaOU2e5vBtVXNsy96KhjI4KZtUu1xTiWbc/nwnxYYyNaXuKa0vN0119vAzff6vvVHctrqxn28kzLG+jgJBSA1VogA/VHayZrKxrIiJIU4ABboyIPCoipxy3XwAXOXuws38lM4Gtxpi1QE3zRhF5qkuhKqWUUh6WW1bLv3dl8/ruHM5UNzJyaCCPLB3PzTNHENlONVZXunZyPBPiT/LUR8e4bko8vk6szdubXUZto5X5PZzi2swYw62zR/LE+0c5UVzN2JiQbp8rp7SWfdnl/OCaZKePaZ7u+oO39/PPHVncOS+x29d3lbXp+dgElk3TKq5q8Ajx96Gkqqbd58trG3Wa68BXZ4y5XES2ABhjLgPqnD3Y2WQy33HzAjr/2FEppZTqQ2w2YdPxEl7bkcUnR+1V1BeNj+G2uaNYkBTdq4VgvLwM37tqHF97OZU3U3P58iUJnR6z6VgJ3l6GS11YYfSLM0bwuw8zeH13Nv973cRun+e9AwUA7VZxbc/Ns+zVXZ94/ygpydEen+66Nj2fycPDepRYK9XfdFSAx2YTLcAzOHwTeKXFOsky4E5nD3YqmXQMd2KMCRaR9j++UEoppfqQs9UNvLknl9d2ZpFTWkdUiB/3ptjbeowY0vO1h921aHwMMxIi+PPHx7lxxnACfDsu6rPhUCFzLxpKWIDr3tRFh/pz5cRY3t6bx/euTu52YaF16flMHRnR5bWcxhie+OLFXPXUZ/zgrf3824PVXU+VVLM/t4L/vXaCR66vlKeEBvi022eyqsGCTSBcRyYHLGOMF5AsIlONMWEAIlLZlXM4Vc3V0cTyMHDE8XiqMeaZrgaslFJKuZuIsCerlG+v2selj3/CE+8fJT48kP/3pelse2Qx3796vEcTSbAnUt+7OpnCynpe3ZHV4b4niqs5WVLD1ZPiXB7HyjkJlNY08tHhrleXBThZUs2h/EpumNJ54Z22NE933Xm6lH928n1wpzVp+RgDN0zVKq5qcAn196G60dLm2uXKOnuVV00mBy4RsQEPOO5XdjWRBOenuf4RuBpY67hYujHmiq5eTCmllHKX6gYLq/fl8eqOLI4WVhHi78PKOSO5fe4oxsX2vRUa88ZEcfnYKJ7ZeJKVcxLaLfaz4XAhAEsmxLo8hvljoxgeEciqXTlc38VpqgDvphdgDN06tlnL6a4Lk2NIiOzdRF9EWJOWx6UXRRIXHtCr11bK00IDfBGBmkYLoa1mPpTX2pNJLcAz4H1kjPke8Drn18YpdeZgpzvyikjrkm+uaU6llFJK9UBGYRU/XX2Quf/3MT9ZfRAvY/i/L1zMzh8v5rHlk/tkItnse1cnU1rTyItbTre7z4ZDRUwZEc6wiECXX9/Ly16IZ8uJM2Sfre3SsSLCuv35zE4c2qMk7Pzqrum9Xt01PbeCzLO1LNfekmoQCgmwf4jV1rrJ8rpGQEcmB4GvAvcDnwF7HLdUZw92NpnMMcbMA8QY4+fIXo90NVKllFLKFRosVtak5XHL37Zz9R8/4/XUHK6aGMvb987jvQcv58uXJBDs4rYe7jBtZARXTozl2c2nKK9tvOD5osp60nLK3TLFtdnNs0bgZeD11OwuHZdRVMWJ4mqXTA0dFhHIT66fwM7Tpaw/WNDj83XFmrQ8/Ly9uGZy96bqKtWfhXaQTFbUNY9MajI5EBljbnbcXSwio1vdnG4N4mwy+U3sGetwIBeY5nislFJK9Zqc0lqe/OAo8x7/hIdWpVFYWc+Plo5nx48W89St05g5aki/6xH43avGUd1g4e+fnbrguea1jFdNdP0U12bx4YEsTI7hzdRcLFab08etS8/Hy8DSya5JdG+eOZLIYL9ur9/sDovVxrr0AhaNj9HRFzUoNU9trW5ouuC5c9Nc9f/GQPUjx9e3enKSDj+2NcY8KSI/BBaKyG09uZBSSinXenlbJvPGRJLUh6dxuoLVJnx2rIR/7sji04xiDLBofCxfuXQU88dGeawCqKuMjwtj2dRhvLQ1k7svSyQm9PMpox8eKmR0VLDb21WsnJPAx6+k8snRYq5yYhRURFiXXsBlY6OIclFvTi8vw4Jx0XyaUYzVJnj3ws91+6mznKlu0CmuatBqXqtd2cHIZJgmkwPVWWPMp8BoY8za1k+KyDJnTtLZyOS1xhhfPs9clVJK9QEniqt4dO0hXtqW6elQ3GrriTMs+O2n3P3SbvbnVnB/ylg2/3ARz905iwXjerc/pDt9Z8k4Gq02nvn05LltFXVNbD95lqsmxbp9tHVhcjQxof6s2t26PELb9udWkF1a2+Xekp1ZkBxNWW0T+3PLXXre9qzel0+ovw8Lx8f0yvWU6mvCOlozWdtIgK9Xp62LVL91HfYc7wzw+zZuTulsQckHjgsEG2MqAQNI81cRCet63EoppXpq9b58AI4XVXs4Evf608fHsdqEv3x5OldNjMPPx+m6cf1KYlQwN88cwb92ZvP1+aMZMSSIjRnFWGzCVRPdt16ymY+3FzfPGsFfN56koKKO+PCOi/2sS8/H19u4fC3nFUnReBn4NKOE6QlDXHru1uqbrHx4qJClk+P0zbIatM5Nc21nZDIiUCu5DlQi0gjsMMbME5GS7p6ns7/KPxGRcOA9EQkTkdCWX7t7UaWUUt0nIqxJzwPsRVBEerf6ZW9ptNhIzyln6eR4rp8ybMAmks0eXJwEwJ8/Pg7AhsNFRIf6M31kRK9c/9ZZCdgE3tid2+F+Npvw3oECFoyLJtzFhTmGBPsxbWQEmzKKXXretnx8pJjqBgsrpg93+7WU6qs+r+ba9ppJLb4z8PUkkYTOk8ntjq9dbmCplFLKPfZml5NTWsfUEeFU1DVRXNXg6ZDc4lB+BQ0WG7MS3TtC1VcMiwjktrkJvL03j6OFlWw8WsyVE2N7bSpvQmQQl4+N4o3UHKwdtOfYk11GQUV9j3pLdiQlOYb03ArOVLv3db06LY+YUH/mXhTp1uso1ZcF+3ljjL1Pb2vldU26XlJ1qrNk0s8YcycwzxhzY+tbbwSolFLqfGvS8vD38eKBRfaRrIzCKg9H5B57ssoAmDlqcCSTAPeljMXfx4tvvJJKTaPVrVVc27JyzkjyyuvYfLz9D6rXpefj7+PFEjfFtjDZvn7xs2M9+rC8QxW1TWzMKOaGqcN6pdCPUn2VMYYQf58210xW1jVpJVfVqc6SyW8Cc4EI4IZWt+vdG5pSSqnWmqw23t1fwJKJseeSrGNFAzeZHDEkkNiwgM53HiCiQ/25+7JEckrrCPH34dIxvTtqduXEWIYG+7FqV9uFeCxWG+sPFLB4Qsy5KpCuNmlYGFEhfmzMcF8yuf5gAU1WYcU0neKqVFiAL5U6zXXQMsZEG2N+bIx51hjzQvPN2eM7/EsgIluALcaYVBF5vsfRKqWU6pEtx89QWtPIimnDGRrsR3SoP0cH4MikiJCaVcZlvZxM9QX3zB/DqzuyWZgcjb9P7xaG8ffx5oszhvPi1kxKqhqIDj2/7ceOU6WcqW50eRXXluwtQmL4+GiR21qErN6Xx0VRwUweruUflAoN8GmzAE95XSMRQVqAZxBYA2wG/gtYu3pwZ30mF4nIJ0BZW9NaReSdrl5QKaVU961JyyM80JcF46IBSI4NHZAjkzmldZRUNTAzcainQ+l14UG+rH9oPqEB7hn568ytsxP4x+bTvLUnl3tTxpz33Lr0fIL9vN3eSiMlOZq39+aSllPu8mnO+eV17Mos5duLx7m95YpS/UFb01zrm6zUN9kI12mug0GQiPywuwd3Ns11geNr6ymuOs1VKaV6WW2jhQ2Hi7j24vhzlU3HOZJJWwcFU/qjPdmlAMwaROslWxoeEUhYgGfexI2NCWFO4lBe3519XqXgRouNDw4VcuXEWLe30pifFIWXgY1uqOq6Lj0fEVg+zX2jq0r1J6EBPlQ1nD/NtbLO/liTyUHhXWPMtd09uMNkUkQedXy9u43bV7t7UaWUUl330eEiahutrGjxJjg5LoT6Jhs5ZbUejMz1UjPLCPX3YVxsqKdDGZRWzhlJ5tlatp86e27blhMlVNQ1ccNU9ydhEUF+zEgY4pZ1k2vS8pk6MoLEqGCXn1up/ig0wPeCaa7ljmRS10wOCg9hTyjrjTFVjpvTnTw6m+b6cEfPi8hTzl5IKaVUz6zel8ew8ABmt5j62ZxsZRRWMSpy4Lw53pNVxrSECK206SHXXhzPz9ceYtWuHOaNiQJgXXoBYQE+zE+K7pUYUpKj+d2GY22u3eyu40VVHC6o5NEbJrrkfEoNBCEBF05zLa/VkcnBQkR69KltZ9NcQx23WcC9wHDH7ZuA/iZWSqlecra6gc+On+GGacPO6zuY5EgmB9K6ycr6JjKKqpg1avCtl+wrAny9+cL04XxwsJCymkbqm6xsOFTI0smfT7F2txRHi5BNLmwRsjotDy8D102Jd9k5lerv7NNcz08mK5pHJgO1AM9gYIxZZoz5nePWpaWMnU1z/YWI/AKIAmaIyHdF5LvATGBE90NWSinVFesPFGC1XdjKIMTfhxFDAskoqvZQZK63L7sckcHVX7IvWjkngUarjXf25fHp0WJqGq29MsW12aRhYUSH+rts3aSIsCYtn8vGRhETOnjazSjVmbAAXxotNhosnxfyLK9tBHSa62BgjHkC+1TXw47bQ45tTnG2VFwC0NjicSOQ6OxFlFJK9czqtHySY0OZEH9hK4Pk2FCODaD2IHsyS/EyMC0hwtOhDGoT4sOYOjKCVbuySYoNITLYj7kX9d5osTGGlHHRfHioEIvVho93z0ZE92aXkVtWx3eWjHNRhEoNDM09Y6vqLfiH2ItrNY9MhmsyORhcC0wTERuAMeZlYB/wiDMHO/ub+Z/ALmPMz40xjwI7gZe7EaxSSqkuyimtZU9WGcvaqT45Li6UkyXVNFpsvRyZe+zJLmNCfNi5NzjKc740eyTHi6v54GAh114c3+OErqtSkmOorLeQllPe43OtScvH38eLqybFuiAypQaO5jZELYvwVNQ14WUgxE9/Dw8SLT+9De/KgU79VRCRXwN3A2VAOXC3iDzelQsppZTqnrXp+UD7rQySY0Ox2ITMszW9GZZbWKw29mW7vreg6p4bpg4j2M8bm9CrU1ybXZ4UhbeX6XFV1yarjXf3F7BkYiyhHmq5olRf1XJksll5bRPhgb7nrdFXA9bjwD5jzEuOUck9wP85e7DTHzGKyF4R+ZPjts+ZY4wx1xhjMowxJ4wxFwyVGmP8jTGvO57faYxJbPHcjxzbM4wxV7fY/h1jzCFjzEFjzL+NMQGO7Q849hdjTFQb15ptjLEaY25yPJ5mjNnuONd+Y8ytLfYd7YjnuCM+XX2slPIIEWH1vjxmJw5hxJCgNvdJjrMX4Tk6AKa6Hi2sorbRqslkHxHs78OtsxO4KDrYIz0/wwN9mZkwhE97uG5yy/EzlNY0stwDCbFSfV3zByxV9Z/3miyvayIiSN/+DgYi8m9gLvCO43apiKxy9ni3zVcxxngDTwNLsVd+/ZIxpnUF2K8BZSIyFvgD8KTj2InASmAScA3wjDHG2xgzHHgQmCUikwFvx34AW4ElQFY7sTwJfNhicy1wh4g0X+OPxpjmId4ngT+ISBL20divdfsboZRSPXC4oJLjxdUsb1V4p6WLooPx9jIDYt3knqwyAGYlaiXXvuIn103gw29f4bERigXJ0RzKr6S4sr7b51iTlkd4oO+5CrFKqc81T3NtWdG1vLaRMG0LMqAZY8Y7vs4A4oFcIAcY5tjmFHcufpgDnBCRUyLSCKwClrfaZzmfr718C1hsjDGO7atEpEFETgMnHOcDe9GgQGOMDxAE5AOIyD4RyWwnlm8BbwPnPtoUkWMictxxP9/xXLTj+osc8eCIb0U3/v1KKdVja9Py8fEyXHtx+60M/H28GR0VTMYAaA+SmlVGXFgAw8K12mZf4eVl8O3ltZItLXQkgBu72SKkttHChsNFXHtx77U1Uao/OZdMtpjmWlnXRIQmkwPdw46vv2/j9jtnT+LOVbXDsWe3zXKBS9rbR0QsxpgKINKxfUerY4eLyHZjzO+AbKAO2CAiGzoKwjGa+QXsCeLsdvaZA/gBJx3XLxeR5v9RuY542jruHuAegNjYWDZu3NhRKKoPqq6u1p+b6pAnXyM2Ed7cVcekSC/2797W4b5DvOpJz6zp96/nrRm1jI3wYtOmTZ4OpU36O6P3iQgR/oY3txwipvpkl4/fkW+httHKKIp75WenrxHVmb72GqlqFAD2HTxCVNUJAApKawm0evWpOJVricg9jrtLReS8qR/Nywid4c5ksq35MOLkPm1uN8YMwT5qORp7IaA3jTG3i8irHcTxR+CHImK1Dzq2CsCYeOzVau8UEZtpa6cL47ZvFHkWeBZg1qxZkpKS0kEYqi/auHEj+nNTHfHka2T7ybOU1u/g51+YQkona73SLcdJ/fgYc+ZdTlA/rb6XX15H6QefsHR2MimXjfZ0OG3S3xmecfXZ/aw/WMDl86/ockXZV17aTXx4JfesWNQrU3X1NaI609deI40WG3zyPnEjEklJSQKgYdMGkhOHkZIy2cPRqV6wDWg9rbWtbW1y53yPXGBki8cjcExJbWsfx7TVcKC0g2OXAKdFpEREmrAvEp3XSRyzgFXGmEzgJuzrL1c4rhkGvAf8RESaR0LPABGOeNqLWyml3G5NWh5Bft4smdD5Oq/kuBBE4ERxdS9E5h7n1kuO0vWS6nwpydFU1VvYm921FiGlNY18dqyEZVOHaVVKpdrh5+OFv4/XuTWTNptQWW+v5qoGLmNMnDFmJvblg9ONMTMctxTsSwmd4s5kcjeQ5KiM6oe9UM7aVvusBe503L8J+ERExLF9paPa62ggCdiFfXrrXGNMkGMEcTFwpKMgRGS0iCSKSCL2dZD3ichqR0z/AV4RkTdb7C/Ap454cMS3pnvfAqWU6p4Gi5X1Bwq4elKcUyON42LtFV0z+nERnj1ZZQT6ejM+PtTToag+5rKkKHy8DBu7WNX1vQMFWGzSYQErpZS9omvzmsmqegsiEK7VXAe6q7GvjRwBPMXn6yUfBn7s7Enclkw61hw+gL2C6hHgDRE5ZIx5zBizzLHb80CkMeYE9sAfcRx7CHgDOAx8ANwvIlYR2Yk9IdwLHHDE/yyAMeZBY0wu9m/IfmPMc52EeAtwBXCXMSbNcZvmeO6HwMOOuCIdcSqlVK/ZmFFCZb2l3d6SrY2KDMbPx4tj/bgIT2pWKdNGRni02Ivqm8ICfJk5agifdrHf5Jp9eYyLDWGCfkChVIdCA3zOtQYpr2sE0AI8A5yIvCwiC4G7RGRhi9syEXnH2fO4dWGNiKwH1rfa9rMW9+uBm9s59tfAr9vY/ijwaBvb/wz8uZN47mpx/1WgzbWWInKKz6vHKqVUr1uTlkdksB+Xj72gbW6bvL0MSTEhZBT1z2mSCs+oAAAgAElEQVSuNQ0WjhRUcV/KGE+HovqolOQYnvzgKEWV9cSGdV4bIqe0ltSsMr5/dTJtl0NQSjWzJ5P2kcnyWntSqdNcPccYcw3wJ+xtEJ8TkSdaPe8PvALMBM4Ct3bQ1aJDIvK2MeY67C0ZA1psf8yZ4/XjX6WU6mMq65v475Firp8S36ViI8lxoezNKuOjw0VujM490nPKsdqEGaOGeDoU1UctHB8NwCYnRyfXptvLHSzrpHiVUsqeTFY71kxW1NmTyYggTSY9wRjjDTwNLAUmAl8yxkxstdvXgDIRGQv8AXiyB9f7G3Ar9laKBvtA3yhnj9dkUiml+pgPDxbSaLGxfHrX1nndv3AsI4YE8o1XUrnnlVTyy+vcFKHrpWaVYQzMSNBkUrUtOTaUuLAAPnVi3aSIsCYtj5mjhjByqNN1JJQatEL8W05z1WTSw+YAJ0TklIg0Aquwd7NoaTnwsuP+W8DidjpSOGOeiNyBPTn9BXAp5xdC7ZAmk0op1cesScsnYWgQ00dGdOm4MdEhrPvW5TyydDyfHS/hyqc28fyW01isNjdF6jp7ssoYFxOq06pUu4wxpCRHs+X4GZo6eU0fLaziWFE1K5xcc6zUYBca4Eu1Y5prRa19zWR4oBbgcRMfY0xqi9s9rZ4fDuS0eNxWz/tz+zjq1FRgr/PSHc2fPNcaY4YBTdjbMDpFk0mllOpDiivr2XbyDMunDevWOi9fby++uWAMH31nAbNHD+WX7x5mxTNb2Z/btZYKvclmE/Zml+kUV9WplOQYqhos59rItGd1Wh4+XobrpmgyqZQzWq6ZbJ7mqh/uuY1FRGa1uD3b6nlnet47s4+z3jXGRAC/xV7kNBP7aKhTNJlUSqk+ZG16Pjahx60MRg4N4sW7ZvP0l2dQVNnAiqe38vO1h85NY+pLjhVXUVVvYZYmk6oTl42NdLQIaX/dpM0mrEvLZ35SFEODdWRFKWeE+vtQ3WjBZhPKa5sI8vPGz0fTBA/J5fxppm31vD+3jzHGBwgHSrtzMRH5pYiUi8jb2NdKjheRnzp7vL5KlFKqD1mbns/k4WGMjQnp8bmMMVw3JZ6Pv7uA2+eO4uXtmSx5ahMfHCzA3lK3b0jNtI8yzUrUZFJ1LDTAl9mJQzvsN7k7s5T8inpWdHHNsVKDWWiALyJQ02ihvK5J24J41m4gyRgz2hjjB6wE1rbaZy1wp+P+TcAn0sU/7MaYRY6vNzbfgOuwr7+80dnzaDKplFJ9xKmSavbnVrDCxQ3WwwJ8eWz5ZP5z32UMDfbnm6/u5esvp5JbVuvS63TX3qwyokL8SdBCKcoJKcnRHC2soqCi7QJTq9PyCfT1ZsmE2F6OTKn+KzTA3i2wqt5CRV0TYZpMeoxjDeQDwIfAEeANETlkjHnMGLPMsdvzQKQx5gTwMPBINy61wPH1hjZu1zt7Erf2mVRKKeW81Wn5GAPXu2md17SREax74DJe2pbJ7zcc48qnPuPhK8dx92WJXWpB4mqpWWXMHBWhvQCVUxaOj+Hx94+yKaOElXMSznuu0WJj/YECrpoUS7C/vsVRylkhLZPJ2iat5OphIrIeWN9q289a3K/H3sKjJ9d41HH36yJi7e55dGRSKaX6ABFhbVoel14USVx45w3Zu8vH24uvz7+Ijx6+gsvGRvLr9UdY/vRWKj20lrK4qp7s0lpmjRrqkeur/icpJoRh4W23CNl0rISKuiaXj+4rNdCFBtiTx+qGJsrrGonQSq6DyWljzLPGmG61F9FkUiml+oD03Aoyz9b22pvgEUOC+Mcds/jLl6dzKL+SF7ac7pXrtrbXUZVzpq6XVE4yxrAgOYatJ87SaDm/RciatDyGBvtxeVKUh6JTqn8KcYzkV9ZbKNeRycEmGfgvcD/2xPIvxpjLnT1Yk0mllOoDVu/Lw8/bi6snx/XaNY0xXD9lGFdPiuX5LafPlYPvTamZZfj5eDFpWFivX1v1XwuTo6lu1SKkusHCf48Ucd3F8fh6cNq2Uv1RmGOaa7VjzaS2BRk8RKRORN4QkRuB6UAYsMnZ4/W3rVJKeZjFauPd/fksGh/jkT/gDy5Ooqrewotbe390MjWrjKkjwvH38e71a6v+a97YKHy9zXlVXT88WEh9k43l07S3pFJd1TzNtaSqgQaLjXAdmRxUjDELjDHPYO8zGQDc4uyxmkwqpZSHbTt5ljPVjayY7pk3wZOGhXtkdLK+ycqh/Apm6npJ1UUh/j7MGT30vH6Ta9LzGTEkkJnar1SpLmsuwJNbZq+SrGsmBw9jzGng28BmYLKI3OLoOekUTSaVUsrDVqflERrgQ0pyjMdi8MTo5P7cCpqsom/+VbekjIsho6iK/PI6Sqoa2HK8hOXThmlVYKW6IdjPGy/DuZZROs11UJkqIl8QkX+LSE1XD9ZkUiml3CintJblT2/lo8NFbT5f12jlw4OFLJ0cR4Cv56Z6emJ0MjWrFECTSdUtC8dHA7Axo4T39udjE1iuVVyV6hZjDCH+PuQ0j0zqNNfBJM4Y87Ex5iCAMWaKMeYnzh6syaRSSrnJmeoGvvL8TtJzyvndhxmIyAX7/PdIETWN1j7RyqB5dLK3KrvuySzjouhghgbrdCrVdWOiQxgeEcjGjGJWp+UzIT6McbGhng5LqX4rNMCX3FIdmRyE/gH8CGgCEJH9wEpnD9ZkUiml3KCqvom7XtxFYWU9X5k7ioyiKradPHvBfmvS8okN8+eSiyI9EOX5mkcnX9jq/tFJEWFPdhkzE3RUUnWPMYaU5Gg2HishLadcC+8o1UOhAT5UNVgAHZkcZIJEZFerbRZnD9ZkUimlXKy+yco9r+zhaEEVf71tJv973QQig/0uWI9YXtvIpmPF3DBlGN5efWOd10OLx/XK6OTJkhrKa5uYpf0lVQ8sTI6h0WLDGFg2VZNJpXqiudck6MjkIHPGGDMGEABjzE1AgbMHazKplFIuZLUJ316VxvZTZ/ntzVNYOD6GAF9vbps7io+PFnP6zOdr2987UECTVVgx3fNTXJtNHBbGNZPi3D46uefcekmt5Kq6b97YSPy8vZiTOJRhEYGeDkepfi3UUdHV28ucl1iqAe9+4O/AeGNMHvbKrvc6e7Amk0op5SIiwk9WH+CDQ4X89PqJfGH6iHPP3T43AR8vw8vbMs9tW7MvnzHRwUwaFuaBaNvXG2sn92SVERHky5joYLddQw18QX4+/GnlNB69YZKnQ1Gq32vuNRkR6KtVkQcRETklIkuAaGC8iFwuIpnOHq8fOyil+iUR4XBBJZuOlbD52BniIwJ49PpJHm20/LsNGfx7Vw73LxzD1y4ffd5zMaEB3DBlGG+m5vDwVfappLsyS/nuleP63B/tlqOTX718tFumO6Vm2ddL9rV/u+p/ll4c7+kQlBoQmntN6hTXwcEY83A72wEQkaecOY8mk0qpfqO8tpHNx8+w6VgJm46VUFLVAMD4uFB2Z5ay63QpT395BlNHRvR6bM9vOc3Tn57kS3MS+N5VyW3uc/dlo3lnXx5v7M6hyWqv7LqsjxYNeXBxEh8cKuT5Lad5+MpxLj13aU0jp0pquGnmiM53Vkop1Suap7l68kNZ1auay18nA7OBtY7HNwCfOXsSTSaVUn2WzSbsz6tgU0YJm44Vk5ZTjk3sVebmJ0WzYFw0VyRFERMWwN7sMr71r33c9Ldt/O+1E7hzXmKvjXr9Z18uv3z3MNdMiuNXKya3e92LR4QzO3EIL23LJNjPh+kJEYyK7JvTPJtHJ1/ccpqvXTbapW8u9maVATBL10sqpVSfEdZimqsa+ETkFwDGmA3ADBGpcjz+OfCms+fRZFIp1aecqW5g8/ESNmaUsPn4GUprGjEGpoyI4IFFSaQkRzN1RMQF1U9nJAzhvQcv57tvpPPzdYfZlVnKE1+ccu6Po7t8erSY77+5n0sviuSPK6d1WpX1q5eN5t7X9gLwi2V9e53XQ0sco5NbXTs6mZpVhq+3YcqIcJedUymlVM80F92JCNLev4NMAtDY4nEjkOjswZpMKqU8ymK1kZZTzqZj9gTyQF4FAFEhfqSMi2ZBcjTzk6KdamwfEeTHP+6YxT82n+I3H2ZwKH8LT395BpOHuydpSc0s5d7X9jA+PpRn75hJgK93p8dcOTGW4RGBFFbWc92Uvr3Wa0J8GEsnu350ck9WKZOGhTv1/VJKKdU7QnXN5GD1T2CXMeY/2NuDfAF42dmDNZlUSnlMWk45d724i/LaJry9DDMSIvjeVeNYMC6GScPC8OpG70UvL8P/LBjDzFFDeOBf+7jxmW389IaJ3H5JgkunvWYUVvHVl3YzLDyQl+6ec64KXmd8vL341Rcmc7qkhqgQf5fF4y4PLk7i/YOuG51ssFhJz63gjrmjXBCdUkopV2n+O6bJ5OAiIr82xrwPzHdsultE9jl7vCaTSimPeW7zKQCeuW0Gl42Jcum6vFmJQ3nvwct5+I10frr6IDtPneXbS5KICQsg1N+nR4llTmktd7ywk0A/b17+6pwuJ4ULk2NY2HaNnj7H1aOTh/IrabTYmDlqiIsiVEop5QqfT3PVZHKwEZG9wN7uHKvJpFLKI6obLPz3SBE3zxzJtW4q7R8Z4s+Ld83mr5tO8vsNGby7vwCAAF8vYkIDiAn1JybMn5jQAKJD/YkO9bdvCw0gJsyfoW2sGzlT3cBXnt9JfZONN/7nUkYODXJL7H2JK0cn92Tai+/MTNRkUiml+hKd5qq6Q5NJpZRHfHiwkPomGyumu7c1hpeX4f6FY7lqYiyHCyoprmyguKqe4qoGiisbyCisYvPxM1TVWy441sfLEOoLIw9uISbUn+jQAPZll1FYWc9rX7+E5LjQNq448LhydDI1q5SEoUHEhAa4MEKllFI9NT4ulG8tGsui8TGeDkX1I5pMKqU8YnVaHiOHBjIjoXdGqJJiQ0mKbT/5q2u0UlLVMtG0f91/PAuvID9yy+pIyynHYhP+ettMZg6ythbnRie3nOLhdvpodkZE2JNVzhVJUS6OTimlVE/5eHvx3W7+fleDlyaTSqleV1xVz9YTZ7h/4dhe6wXZmUA/bxIig0iIPH/a6saAQlJS5ngoqr5jQnwY114cx4tbM/nq5aO7VTo+u7SWM9UNzND1kkoppdSA4OXpAFTv25ddxpupOZ4OQw1i69ILsAksnzbc06GoLnhwcRJVDRZe2HK6W8enOtZLztL1kkoppdSAoMnkIFNV38S9r+7lkXcOUFbT2PkBSrnBmrQ8Jg8PY2xMiKdDUV0wPu7z0cny2q7//tiTXUaovw/jYgbHWlOllFJqoNNkcpD5/YZjFFbWY7UJHx0p8nQ4ahA6VVLN/twKVuioZL/Uk9HJPZllTB81pFv9Q5VSSinV92gyOYik55Tz8vZMvjJ3FCOGBPL+gQJPh6T6gOLKeh74114KK+p75Xqr0/IxBm6Y6t4qrso9mkcnX+ji6GRFXRPHiquYpesllVJKqQFDk8lBwmK18eP/HCA6xJ/vX5PMtRfHs+XEGSrqmjwdmvKwV3dm8+7+An713mG3X0tEWJOWx7wxkcSGaWuI/urBxUlUN1h4vgujk3uzyxBBk0mllFJqAHFrMmmMucYYk2GMOWGMeaSN5/2NMa87nt9pjEls8dyPHNszjDFXt9j+HWPMIWPMQWPMv40xAY7tDzj2F2PMBXXnjTGzjTFWY8xNLbbdaYw57rjd2WL7TGPMAcf5/mz6SrnJHnhpWyaH8iv5+bJJhAX4snRyHE1W4WOd6jqo2WzCO3tz8fPx4t39BWw/edat19uXU07W2VotvNPPdWft5N6sMry9DFNHRrg5OqWUUkr1Frclk8YYb+BpYCkwEfiSMWZiq92+BpSJyFjgD8CTjmMnAiuBScA1wDPGGG9jzHDgQWCWiEwGvB37AWwFlgBZ7cTyJPBhi21DgUeBS4A5wKPGmOaPzP8K3AMkOW7XdP874Xl55XU89dExFo2PYenkOACmjYxgWHgA6w8Uejg65Uk7T5eSW1bHL5dPYnhEIL9YdwiL1ea2663Zl4efjxfXOF6Hqv96aPG4Lo1OpmaWMSE+lGB/7UillFJKDRTuHJmcA5wQkVMi0gisApa32mc58LLj/lvAYsco4HJglYg0iMhp4ITjfGDvjRlojPEBgoB8ABHZJyKZ7cTyLeBtoLjFtquBj0SkVETKgI+Aa4wx8UCYiGwXEQFeAVZ071vQN/x87SFE4LHlk8719DPGcM3keD47XkJVvU51Haze3ptLiL8Py6YO56fXT+BoYRWv7rjg8xiXaLLaeHd/AVdOiCUswNct11C9JzkulOsujndqdLLJaiMtp5xZo4b2UnRKKaWU6g3u/Ih4ONCymWEu9lHANvcREYsxpgKIdGzf0erY4SKy3RjzOyAbqAM2iMiGjoJwjGZ+AVgEzO4kvuGOW24b29s69z3YRzCJjY1l48aNHYXiEdWNwkeHa7lhjC8n0ndxosVz8RYrjRYbT7+zibnDBudoQXV1dZ/8ufWGeouwLq2WS+J92LltM/4iTIr04jfvH2ZoTSZhfq6d3b2/xMLZmkbG+JT2q+/5YH6NdObSMBvvNVj46Wsb+WKSX7v7ZVZYqWuyElBTwMaNJb0Yoevp60F1Rl8jqjP6GlEDiTsziLbeiYqT+7S53TENdTkwGigH3jTG3C4ir3YQxx+BH4qItdXSxy5du60Ti8izwLMAs2bNkpSUlA7C8Iwdp87CJzu4acF0FoyLPu+5K2zCPw5/TKZ1CI+kzPRQhJ61ceNG+uLPDaCosh4DxLipUM3be3JpsKbzretnMzvRPmI0clIV1/xxM9uqInnii1Ncer3Vq/YRHljCA19chJ9P/6n91ZdfI33B9sq9fHqshF/eNo+IoLYTyhe3ngYOc8fSyxgWEdi7AbqYvh5UZ/Q1ojqjrxE1kLjzHV0uMLLF4xE4pqS2tY9j2mo4UNrBsUuA0yJSIiJNwDvAvE7imAWsMsZkAjdhX3+5ooNr5DrudxR3v3G0oBKACXEXNgn38jIsnRzHpxnF1DRYejs01Q4R4ZXtmSz47ac88K99brvO23tzGRUZdF51zbExodw1L5HXU3NIzyl32bVqGix8eKiIay+O71eJpOpcc2XX5za3v3YyNauMYeEB/T6RVEoppdT53PmubjeQZIwZbYzxw14oZ22rfdYCzVVUbwI+caxTXAusdFR7HY29CM4u7NNb5xpjghxrKxcDRzoKQkRGi0iiiCRiX5d5n4isxl6M5ypjzBDHiOdVwIciUgBUGWPmOq5xB7Cmh98Lj8koqmJosB/Rof5tPr/04ngaLDY2ZvTvqWcDRVFlPXe+uJufrTmEj5cXB/MrsP+XcK3cslq2nzrLjdNH0GrEnoeWJBEZ7M/P1h7CZnPNtT86XERdk5UV07S35EDTvHbypW2ZlNW0vXZyb1YZMxN1vaRSSik10LgtmRQRC/AA9qTtCPCGiBwyxjxmjFnm2O15INIYcwJ4GHjEcewh4A3gMPABcL+IWEVkJ/aEcC9wwBH/swDGmAeNMc2jivuNMc91El8p8EvsSe9u4DHHNoB7geewF/45Cbzf0++HpxwpqCI5NvSChKHZ7MShRIX4sf5gQS9Hplp7b38BV/3hM3afLuVXKybzyNLx1DZaya+od/m1/rM3DxG4ccaFy4FDA3z50dLxpOeU89be3DaO7rrVaXkMCw84N51WDSwPLk6iprHtyq555XUUVNQzM0FbgiillFIDjVurrojIemB9q20/a3G/Hri5nWN/Dfy6je2PYm/p0Xr7n4E/dxLPXa0evwC80MZ+qcDkjs7VH9hswrGiKm6dPbLdfby9DFdPiuM/+/LIL68jLNCXQF9vvL36fWvNfqOirolH1xxkdVo+U0dG8IdbpnJRdAi7Tts/2zheVMVwF04PFBHe2ZfH3IuGMnJoUJv7fGH6cF7bmcVvPjjKNZPjelR99Ux1A5uPn+Eb8y/CS19XA1JyXCjXOkYnv3b5aIYEf752MjXT/jqepR8kKKWUUj3iaG34OpAIZAK3OLpStNxnGvY2h2GAFfi1iLzurpgGZwnPQSKnrJbaRivj21gv2dJ1F8fz2s5s5j3xybltft5eBPp5E+jrfe5rfHgAT982gwBfb3eHPmhsO3GG776ZTnFVAw9fOY77Usbg422fMJAUEwLAieJqUpJjXHbNvdllnD5Tw30pY9rdx8vL8Njyydzwly388aPj/OyG1i1inffe/gKsNmHFdJ3iOpA9uCiJ9QcKeH7Lab53dfK57Xuzygjy8+7095BSSimlOvUI8LGIPGGMecTx+Iet9qkF7hCR48aYYcAeY8yHIuK6YhgtaDI5gB0pqAJgfFxYh/tdOiaSv90+k5LqBuobrdQ22sv41zdZqW20UNdkI7eslo+PFnOiuJrJw8N7I/wBrb7Jym8+yOCFrae5KDqYd+6dx9SR508DHBLsR1SIH8eKqlx67f/syyPIz5trL47vcL/Jw8NZOTuBl7dnsnLOSMbFdi8ZWJ2Wx/i40E5fh6p/a290MjWrjGkjI859SKKUUkqpblsOpDjuvwxspFUyKSLHWtzPN8YUA9HYO2G4nCaTA9jRwkqModMkwBjDNZPjOtwnLaecFU9vpbCiXpPJHjqYV8F3Xk/jeHE1d146ikeWTiDQr+3R3rExIRwvrnbp9dNyypk5agjB/p3/9//+1cmsP1DAz9ce4rWvX9Lu2tv2ZJ2tYV92OY8sHd/dcFU/0jw6+dyWU3z/6vFUN1g4UlDJAwvHejo0pZRSqq/wMcaktnj8rKPdoDNiHcVCEZECY0yHU9eMMXMAP+w1YNxCPyoewDIKq0iMDG43UemKOEevw6Iq1xeDaW3X6VJySmvdfp3eZrUJT396ghVPb6WyvolXvjqHXyyf3OHPJykmlBNF1S6r6Gq1CceLqkl2cpRxaLAf371qHNtOnuX9g4Vdvt7qffkYA8um6hTXweDc6ORWe2XXtOxybIJWclVKKaU+ZxGRWS1u5yWSxpj/GmMOtnFb3pWLGGPigX8Cd4uIzZX/gJZ0ZHIAO1pY5bJ1SlEhfngZKHJDZdHW7v/XXsbHhfLPr13i9mv1lqyzNTz8Rjp7ssq4fko8v1oxud0G7y0lxYZQ1WChqLKBuPCAHseRXVpLg8XGuC68Lr48J4F/7czmkbf388/tWQT7+xAa4EOIv88F90Mcj5vvr0nLY07iUO0vOIi0HJ308/bGGJiulVyVUkopp4jIkvaeM8YUGWPiHaOS8UBxO/uFAe8BPxGRHW4KFdBkcsCqa7SSebaG5S7q6+fj7UVUiD9FlQ0uOV97bDbhbHUD2042cqa6gaiQtvtj9hciwqrdOfzy3cN4exn+tHIay6dd2I6jPWMdRXiOF1e5JJnMKGxeR+t8Munj7cUfbp3GUx8do6K2ibzyOqobmqiut1DdYKHJ2vGo6TeuuKhHMav+peXo5NiYEJJjQ3tUDVgppZRS56wF7gSecHxd03oHY4wf8B/gFRF5090BaTI5QB0rqkKk8+I7XREbFkBhpXtHJsvrmrAJIML7Bwr4yqWJbr2eO5VUNfDI2/v5+Ggxl42N5Lc3Te3yCF1SjD3pO15Uzfyk6B7HdKyoCmM+T1KdNSE+jH/cMavN5xosVqrrLdQ0WKlyJJk1jRaq6i1YbcL1U3SK62Dz0GL76GR6bgW3XZLg6XCUUkqpgeIJ4A1jzNeAbBwtFo0xs4BvisjXgVuAK4BIY8xdjuPuEpE0dwSkyeQAdbSwEoAJ8a4rxx8bFkBumXvXMpbWNJ67vy69/yaTHx4q5EfvHKCmwcLPrp/IXfMSu9VjMSrEj4ggX5cV4ckoqiJhaBBBfq77r+/v441/iDeRXctP1QA2LjaU6y6O5939BcxKHOLpcJRSSqkBQUTOAovb2J4KfN1x/1Xg1d6KSZPJAepoYRVBft6MHNJ2U/ruiA3zZ09WqcvO15bmZPKS0UPZebqU/PK6frXerqq+icfWHebNPblMGhbGH2+dRlI3W2qAvdLuuJhQThS7pj1IRmFVt1t8KNUV37sqmdpGKwvGua5HqlJKKaX6Fq3mOkAdLbAnDd0ZDWtPXFgAZbVNNFisLjtna6U19jWZd81LBODd/fluu5ar7TpdytI/bebtvbk8sHAs/7nvsh4lks3GxoZwzAUVXRssVk6fqXG6kqtSPZEYFcwLd81maHDnhaaUUkop1T9pMjkAiQhHCytdVsm1WayjPUixG4vwnHWMTE5PGMKUEeGsSy9w27VcpcFi5fH3j3Drs9vx9jK8+c1L+d7Vyfj5uOa/V1JMCBV1TZypbux85w6cKqnBapMuVXJVSimllFKqPZpMDkAlVQ2U1Ta5Ppl0VBMtcmMRnjJHMjkk2JdlU4dxIK+C02dq3Ha9njpaWMnyv2zl75tOsXJ2AusfnM/MUa7tqfd5EZ6eTXU95jheRyaVUkoppZQraDI5AB1pbv8Q77pKrmBfMwm4taLr2ZpGQvx98Pfx5vopwzAG1qb1vamuVpvw7GcnWfb/tnKmuoHn75zF4zdeTLC/65chJ8U2twfpWRGejMIqfLwMo6OCXRGWUkoppZQa5DSZHICOFtgrubp6ZDIurHlk0n3TXEtrGs+tsYoLD2B24lDWpuf1eL2gK+WW1fLlf+zg/9YfJSU5mg+/fQWLJ8S67Xoxof6EBvhwvIdFeI4VVTEmOsRl02+VUkoppdTgpu8qB6CMwiriwgKICHJt4YvwQF/8fLzcOs21ZTIJsGzqME6W1HCkwDXVTHtCRHh7Ty7X/HEzh/Ir+e1NU/j7V2YSGeLv1usaY0iKCeF4UQ9HJouqdL2kUkoppZRyGU0mB6AjhVWMd2F/yWbGGGLD/NtNJm026XGl19bJ5NLJcXh7GdZ5uKpraU0j97669/+3d+/hcV/1ncffX43ukmXrLsdOsGwrwZeEhBjHCQ6YJOQCLNPgdLEAACAASURBVKZPS8ulJeXS9ClkacvSbdh9tuyWUm7locu2LE9IWcK2CwHKJaWBXNy4Cbk5IXEujuNYviR2EluyLrYu1v27f/zOKBN5JM1IM9Jo9Hk9z+/RzJnz+/2OZo4tfXXO+R7+0w+fZP3yKn7xx5fz3k1nY5a5bLlTaWlYQussprn2Do5wpPM05zVqM0gRERERyQwFk3lmeHSMA229nJelEaimqlKOnUweTH7r/oO87Ss7GRkdm/H1JwaTtZUlbF1bx+27X6ZvcGTG152Ne59r4+qv3ceO547zmetez/du2MLZNZnbvzMVLY2VdPQN0dE7synG8eQ92mNSRERERDJFwWSeOXSij6HRMdY1ZTb5TlxDVSltPckDmkcPd/HyyQH2vHxqRtd2dzr7hqidsC/dR7c2c+zUAB/69i5ODQzP6Noz9X8ffoEPf+dR6iqL+dkntvKHb11DLIN7d6ZqbUM0ojjT0cnxTK6a5ioiIiIiGaJgMs/sDcl3sj0ymSwhTmtIEPPQwY4ZXbt/aJTBkTGqJwSTbzm3nr97/0U8eaSb37vlEU72z11A+c+/PsqGs6r46SfezPqzshOgp6IljCjONKPrvmO9lBYVcHb13I6oioiIiEj+UjCZZ8qLC7mkuYY19dlZG9dYVcLp4VF6Jkw5HRge5cXOfgAePDCzYLIz7DFZU3Fm4qDrzl/ON3/3Yva+0sP7v/XweN1s6hsc4emXTrLtvHpKi2JZv99UzlpaSkVxbFYjk+c2LqFgHkZVRURERCQ/KZjMM29f38htf3hp1rZ/aAzbg7RNSMJzsL2PMY+CzUcPdTI0kv66yY4QIE6c5hp31fpGvnX9Jg609/K+mx+a8frBVD3+YhejY87m5tqs3icVZsbaxiUz3h5k3/EeztN6SRERERHJIAWTkpZ4MHns5GsDudb2aMTsA5tfx+nhUZ462p32tbtCMDlxmmuit55bz//58Jtobevl1odeSPse6dh1qJNYgXHx66qzep9UzXR7kM6+Idp7BrVeUkREREQySsGkpKUpBJMTtwdpPd5DgcH7N5+N2cymuk43Mhl32Zo6Lli5jAdaT6R9j3Q8cqiTjWdVUVlSmNX7pKqloZK2nsG014zuO6ZMriIiIiKSeQomJS3jI5MTgsn9bb2sqq2goaqU9cureGgGwWRnXzTamWzN5ERb19ax+0h31rK7DgyPsvtIN5uba7Jy/ZkYz+jant5UV2VyFREREZFsUDApaSkrjlFVWnjGmsn9bb3jwc6lq2v59YtdDAyPpnXtzr5himMFKY0Ebm2pY3TMeXiGyX6m8+SRboZGxnJivWTc6pBU6dCJ/rTO23e8h6VlRTQsKclGs0RERERkkVIwKWlrrCp9zcjk8OgYh0/0jQeTl62tZWhkjMdf7Errup19g1RXFGE2fcbRi85ZRllRLGtTXXcd6gTgTatyY70kwMrqMgoLjIPt6a2bfP5YlHwnlfdVRERERCRVCiYlbU1LSzl+6tUEPC909DEy5rQ0RsHkm1bVECuwtKe6dvYNUVOR2uhZSWGMS1bXcH+2gsnDnby+aQnLyqefcjtXimIFnFNTzqETfSmf4+7sO97DuU3Z2SpGRERERBYvBZOStoYlpa9JwBPPMNrSEK3JW1JaxPkrls4omJwu+U6irWvrONjex8vdp9O6z3SGR8f49QtdXJJD6yXjmusq0gomT/QO0TMwwtos7TsqIiIiIouXgklJW9PSEtp6BhkbcyBaL2kGaxIClsvW1LL7SDd9gyMpX7ezb2jKbUEm2tpSB8CvMjw6+cxLJ+kfGs2p9ZJx8WAy/t5PpyMkNapfUprNZomIiIjIIqRgUtLWWFXK6JhzIgQq+9t6WVldRllxbLzOpWtqGRlzHnsh9XWTHWmOTJ7XuIT6JSX8an9mg8nx9ZLNubNeMq65voLBkTFemZAAaTKdYbuVVDLkioiIiIikQ8GkpC2+PUhbWDe5/3jP+BTXuE2vq6EoZjx4ILVAb3h0jJ6BkbSCHjNj69o6Hmg9kfJIXSp2HepkdV0FDTk4mtdcVwHAofbUproqmBQRERGRbFEwKWkb32vy5ACjY87BE320NLx2TV5ZcYyLzq5Oed1kVwh60pnmCvDmtXV09A3x3LH09l6czOiYs+twZ07tL5lodV18e5DUMrp2KZgUERERkSxRMClpa6yKMq4e7xngSGc/QyNjrGk4M8HLpWtqeealk5w8PTztNTtC0JPONFeIkvAAGdsi5Lljp+gZGOGS1bkZTDZWlVBeHONAiiOT8fd1WXlRNpslIiIiIouQgklJW31lCWZw/OQA+9vimVyTB5Nj/uoaxKnMdDpm09JS1jZUZmyLkHhbczH5DkRTe9PJ6NrVN8TSsiKKYvqnLiIiIiKZpd8wJW2FsQLqKks4fmqQ/W3R9NK1SYLJi85ZRklhQUpTXTtnODIJ0ejkrkMdDAyPpn3uRLsOdbJiWRkrlpXN+lrZkk4w2dE3pCmuIiIiIpIVCiZlRpqqSjl2aoDW470sX1rKktIzp1GWFMbYtKo6pSQ8nTNcMwlweUsdA8NjPP5i6pljk3F3dh3qzMn9JROtrqvgaFc/gyPTB89d/QomRURERCQ7shpMmtm1ZrbPzFrN7KYkr5eY2W3h9UfMbFXCa58J5fvM7JqE8j81sz1m9oyZfc/MSkP5jaG+m1ldQv3tZvaUme02s8fMbGvCa18O19prZl83MwvlF5vZ0+F64+XyqsaqEo6fiqa5JhuVjLtsTR3PHesZDxYn09E3hBlUl6cf+FyyupbCApv1FiGnTo/Q0TfE+rOqZnWdbGuur2DM4Uhn/7R1O3qHZvSeioiIiIhMJ2vBpJnFgL8HrgPWA+83s/UTqn0U6HL3tcDXgC+Fc9cD7wM2ANcC3zCzmJmtAD4JbHL3jUAs1AN4ALgKeGHCPXYAb3D3C4GPALeEe1wGvBm4ANgIvAl4azjnfwM3AC3huHZWb0Yeagwjkwfae8/YFiTRpWuitYcPH5x6qmtX3xDLyoqIFaQft1eWFHLROctmnYSnrSfau7F+ScmsrpNtzSGj68EUkvB09ae3d6eIiIiISKqyOTK5GWh194PuPgR8H9g+oc524Nbw+EfAlWEUcDvwfXcfdPdDQGu4HkAhUGZmhUA58DKAuz/h7ocnNsLde909vglhBRB/7EApUAyUAEXAcTNbDlS5+0PhvO8C75nF+5CXGqtK6e4fpn9odMqRyfNXLKWiODbtusnOvqEZTXGN27q2nqdeOkl3/9QjoFNp74n2zczF/SUTje81Oc26SXef9fsqIiIiIjKZwixeewVwJOH5UeCSyeq4+4iZnQRqQ/nDE85d4e4PmdnfAC8Cp4G73P2u6RpiZr8BfAFoAN4Z7veQmd0LvAIY8HfuvtfMNoX7vebek1z3BqIRTBobG9m5c+d0Tckb3a+8ut1H78v72bnz4KR11yyFe55+kSuXTT5yeOCl0xQ6M34Py3tGcYdv3X4fb2pKvVv39vaO3/PBl0cAOLT3SQaP5PZy4qpieODpVs7zI5PWOT3iDI86XceOsHPnsTlsXX5J7CMi6g8yHfURmY76iOSTbAaTyeYreop1kpabWTXRqGUz0A380Mx+193/caqGuPtPgJ+Y2VuAzwFXmdlaYB2wMlS7O7x+OoV2x697M3AzwKZNm3zbtm1TNSO/7Gvj2888CsB7r758ytGv5wsO8Nd3PMe6N26hsSr5qN8XnriP5rpytm3bNKPmbB0d43/uvpuukka2bTs/5fN27txJ/HPbf99BeGov77rqcqqSJBTKJec99yADGNu2XTppnRc6+uCenbzpgnVsu3jlpPVkaol9RET9QaajPiLTUR+RfJLN4ZejwNkJz1cSpqQmqxOmrS4FOqc49yrgkLu3u/sw8GPgslQb5O73AWtCgp7fAB4O02B7gV8AW8K9E3/zTtbuRa9paRQU1lWWTDuN8rI1UT6kqdZNRltYzHytYmGsgC2ra2eVhKetZ4CSwgKWlGTzbyyZ0VxXwcFpprnOZrsVEREREZHpZDOYfBRoMbNmMysmSpRz+4Q6twPXh8e/BfxbWKd4O/C+kO21mSgJzi6i6a1bzKw8rK28Etg7VSPMbG1CltY3Eq2R7AjXequZFZpZEVHynb3u/grQY2ZbwnkfAn42u7ci/zSGdYUtU6yXjFu3vIqq0kIebE0eTI6NedjCYnajgZe31PFiZz8vdkyf5TSZ9p5BGqpKWAjJe5vrKjnRO8ipgeFJ68xmuxURERERkelkLZh09xHgRuBOooDvB+6+x8z+0szeHar9A1BrZq3Ap4Cbwrl7gB8AzwK/BD7h7qPu/ghRop7HgadD+28GMLNPmll8VPEpM7sl3OM3gWfMbDdRdtnfCQHrj4AD4TpPAk+6+7+Ec/6IKOtra6jzi4y/QQvcsvIiKksKOa9p8kyucbECY8vqWh6aZGTy1MAwo2M+q5FJgK0t0Qjor2aY1bWtZ5D6ytzO5BoXT8JzeIrRSY1MioiIiEg2ZXU+n7vfAdwxoewvEh4PAO+d5NzPA59PUv5Z4LNJyr8OfD1J+ZcIW45MKB8F/nCSez9GtF2ITMLM+N4fbGFFdVlK9S9dU8tdzx7naFc/K6vLX/NapoKe1XUVLF9ayq9a2/nAJeekfX57zyBr6qcfac0Fq+tfzeh6wcplSetoZFJEREQkf5hZDXAbsAo4DPy2u3dNUreKaEDvJ+5+Y7balNspKyWnnb9yKTUpBirxdZPJtgjJVNBjZmxdW8eDBzoYHUuaM2lKbT2DOb/HZNw5NeWYTb3XZGf/EMWFBVQUx+awZSIiIiKSJTcBO9y9BdgRnk/mc8C/Z7tBCiZlTpzbWEltRXHSYLIjg9Mxt7bU0d0/zJ6XT6Z13uDIKCdPD9OwQILJ0qIYK5aVTbnXZGfvEDXlxQtiDaiIiIiITGs7cGt4fCvwnmSVzOxioBGYdgvF2VIwKXPCzNiyJlo3GS1ZfVVXCCZTHeWcypvXRiOg96eZ1bW9ZxBgwYxMAqyur5wymIySGmmKq4iIiEgOKTSzxxKOG9I4tzEkCyV8bZhYwcwKgK8Cf5aZ5k5NwaTMmcvW1PLKyQEOT8i22pHBYLKusoR1y6t4IM0kPPFgsqFqAQWTdRUcbO89IziPi7ZbUTApIiIikkNG3H1TwnFz4otmdo+ZPZPk2J7i9T8O3OHuRzLf9DPl/oZ6kjcuXV0LROsm49lIIVozWV4co7QoM2v7tq6t5dYHX+D00ChlKa4XbIuPTFaWZqQNc6G5roK+odGwpcmZ7e7qG+LsCcmORERERCR3uftVk71mZsfNbLm7v2Jmy4G2JNUuBS43s48DlUCxmfW6+1TrK2dMI5MyZ5rrKmiqKj1j1LArwyNoW1vqGRod49HDnSmfsxBHJuMB+cFJprpqZFJEREQkr9wOXB8eXw/8bGIFd/+gu5/j7quATwPfzVYgCQomZQ6ZGddubOLOPcc40N47Xt7RN5TRvRA3r6qhOFaQ1n6TbT2DmC2sPRnjwWSydZPDo2P0DIwomBQRERHJH18E3m5m+4G3h+eY2SYzu2U+GqRgUubUjVespawoxl//697xss6+oYzuhVhWHOPi11WnlYSnvWeQ2opiCmML55/EWcvKKC4sSBpMdmmPSREREZG84u4d7n6lu7eEr52h/DF3/1iS+t/J5h6ToGBS5lhdZQmfuGItO55r41ch2OvMwnTMrS117H3lFCd6B1Oq394zQF3lwpniChArMFbVlifda7KzP3PbrYiIiIiIJKNgUubch9+8inNqyvncz59lZHSMzgxPcwV4S0s9ADv3tadUf7IkNrmuua6CQyd6zyjv7A0jk+UKJkVEREQkOxRMypwrKYzxmetez77jPXznwcOcHh7N+HTMjSuqOGtpKXfuOZZS/baeQeoX2MgkRHtNvtjZz8jo2GvKx0cmKxVMioiIiEh2KJiUeXHtxiY2N9fw1bueBzI/HdPMuHpDE/c9307/0MiUdcfGnBO9gwsqk2tcc10Fw6PO0a7Trynv7NPIpIiIiIhkl4JJmRdmxn9753oGRkYBqKnIfCB39YZGBkfGuO/5qae6dp8eZnjUF+bI5CQZXV8NJovmvE0iIiIisjgomJR5c/7KpfzmG1cCUFOR+aBn86oalpUXceee41PWW4h7TMZNttdkZ98QS8uKFlR2WhERERFZWArnuwGyuP2Xd6xjZXUZF6xclvFrF8YKuPL1jdz97DGGR8comiSwausZAFiQI5M1FcVUlRaekYQnG0mNREREREQSadhC5lVNRTF/ctW5kwZ6s3XNhkZODYzwyMHOSeu8OjK58LK5mhnN9ZVJp7lqj0kRERERySYFk5LX3nJuPWVFsSmzuraFYLJ+ycIbmYRo3eSh9jODyUzv3SkiIiIikkjBpOS10qIYbz23nruePcbYmCet094zSHlxjMqShTnre3VdBS+fHOD00Oh4WWffEDXK5CoiIiIiWaRgUvLeNRsbOX5qkCePdid9va1ncMGOSgI010dJeA53RKOT7k5X/xA12mNSRERERLJIwaTkvSvOa6SwwCbN6treM0DDQg4m4xldw1TXnsERhkddI5MiIiIiklUKJiXvLS0v4tI1tdy15xjuZ051Xegjk6tq43tNRhldu8Iek1ozKSIiIiLZpGBSFoWrNzRx8EQfrW29Z7zW3jO4ILcFiasoKaSpqnR8r8kOBZMiIiIiMgcUTMqi8PZ1jQBnZHUdGnV6BkYW5LYgiZrrKsa3B9HIpIiIiIjMBQWTsig0LS3lwrOXnbFu8uRgNO11IY9MQpSE55BGJkVERERkDimYlEXjmg1NPP3SSV7qPj1e1h0PJqsWdjC5uq6C7v5huvqGNDIpIiIiInNCwaQsGtdsiKa63pUw1TVfRiZXh+1BDp7oo7NviOLCAsqLY/PcKhERERHJZwomZdFYXV9JS0MldyVMdY2PTDYs8JHJ5rpKAA6FYLK2ohgzm+dWiYiIiEg+UzApi8o1G5rYdbhzfCroySGnwKC2YmEHkyuryygsMA6299LZN0S19pgUERERkSxTMCmLyjUbmhgdc+7ZG41Onhx0aitLiBUs7FG8olgB59SURyOT/UPUViqYFBEREZHsUjApi8rGFVWctbR0PKvryUFf8Osl4+Lbg2hkUkRERETmgoJJWVTMjKs3NHH//nb6h0boHvQFv14yLh5MdvQOKZOriIiIiGSdgklZdK7e0MjgyBj/vq89v0Ym6ysYHBmjd3BEwaSIiIiIZJ2CSVl0Nq+qobq8iF88c4xTQ/k1MhmnYFJEREREsk3BpCw6hbECrlzXyC/3HGPMF/4ek3Fr6ivHHyuYFBEREZFsUzApi9I1G5oYGhkDoKGqdJ5bkxkNS0ooL44BKAGPiIiIiGSdgklZlC5vqRsPvOqX5MfIpJmNT3XV1iAiIiIikm1ZDSbN7Foz22dmrWZ2U5LXS8zstvD6I2a2KuG1z4TyfWZ2TUL5n5rZHjN7xsy+Z2alofzGUN/NrC6h/nYze8rMdpvZY2a2NeG1c8zsLjPba2bPxu9vZs2hPftD+/SbeZ4pLYrx1nPrgWhEL1/Eg0mNTIqIiIhItmUtmDSzGPD3wHXAeuD9ZrZ+QrWPAl3uvhb4GvClcO564H3ABuBa4BtmFjOzFcAngU3uvhGIhXoADwBXAS9MuMcO4A3ufiHwEeCWhNe+C3zF3dcBm4G2UP4l4Gvu3gJ0hXZKnvnQpatYV1PA8qVl892UjNlw1lKWlBRSXV40300RERERkTyXzZHJzUCrux909yHg+8D2CXW2A7eGxz8CrjQzC+Xfd/dBdz8EtIbrARQCZWZWCJQDLwO4+xPufnhiI9y91909PK0AHMYD1kJ3vzuhXn+4/xWhPYT2vWcW74PkqEvX1PLnm8soLsyf2d4f2bqKO//0LRTG8ud7EhEREZHcVJjFa68AjiQ8PwpcMlkddx8xs5NAbSh/eMK5K9z9ITP7G+BF4DRwl7vfNV1DzOw3gC8ADcA7Q/G5QLeZ/RhoBu4BbgKqgW53H0m89yTXvQG4AaCxsZGdO3dO1xTJMb29vXn5uT0/3w3II/naR2Rm1B9kOuojMh31Eckn2QwmLUmZp1gnabmZVRONWjYD3cAPzex33f0fp2qIu/8E+ImZvQX4HNF02ELgcuAiouD0NuD3gdtTaHf8ujcDNwNs2rTJt23bNlUzJAft3LkTfW4yFfURSaT+INNRH5HpqI9IPsnmXLijwNkJz1cSpqQmqxOmrS4FOqc49yrgkLu3u/sw8GPgslQb5O73AWtCgp6jwBNhGu4I8FPgjcAJYFloz2TtFhERERERWdSyGUw+CrSEzKjFRIlyJo763Q5cHx7/FvBvYX3j7cD7QrbXZqAF2EU0grjFzMrD2sYrgb1TNcLM1oa6mNkbgWKgI7Sv2szqQ9UrgGfD/e8N7SG072czegdERERERETyVNaCyTDadyNwJ1HA9wN332Nmf2lm7w7V/gGoNbNW4FNEaxZx9z3AD4BngV8Cn3D3UXd/hCgxzuPA06H9NwOY2SfN7CjRSOJTZhbP2vqbwDNmtpsou+zveGQU+DSww8yeJppa+61wzp8Dnwrtqg3tFBERERERkSCbayZx9zuAOyaU/UXC4wHgvZOc+3ng80nKPwt8Nkn514GvJyn/EmHLkSSv3Q1ckKT8IK9mjxUREREREZlXZlZDlOdlFXAY+G1370pS7xyi7RDPJsr98o5ku15kgvYPEBERERERyX03ATvcvQXYEZ4n813gK+6+jmiArC1bDVIwKSIiIiIikvu2A7eGx7cC75lYwczWA4VhBibu3uvu/dlqkIJJERERERGRuVFoZo8lHDekcW6ju78CEL42JKlzLtBtZj82syfM7CtmFstEw5PJ6ppJERERERERGTfi7psme9HM7gGakrz0X1O8fiFwOXAR0U4YtwG/T5YSiiqYFBERERERyQHuftVkr5nZcTNb7u6vmNlykq+FPAo8ERKKYmY/BbaQpWBS01xFRERERERy3+3A9eHx9cDPktR5FKg2s/rw/Aqi7RazQsGkiIiIiIhI7vsi8HYz2w+8PTzHzDaZ2S0A7j4KfBrYYWZPAwZ8K1sN0jRXERERERGRHOfuHcCVScofAz6W8Pxu4IK5aJNGJkVERERERCRtCiZFREREREQkbebu892GvGBm7cAL890OSVsdcGK+GyE5TX1EEqk/yHTUR2Q66iOL24XunjdLDfPmG5lv7l4/fS3JNWb22FR7/Yioj0gi9QeZjvqITEd9ZHEzs8fmuw2ZpGmuIiIiIiIikjYFkyIiIiIiIpI2BZOy2N083w2QnKc+IonUH2Q66iMyHfWRxS2vPn8l4BEREREREZG0aWRSRERERERE0qZgUkRERERERNKmYFIWFDM728zuNbO9ZrbHzP44lNeY2d1mtj98rQ7lHzSzp8LxoJm9IZSXmtkuM3syXOd/THHPX5pZt5n9fEJ5s5k9Eu55m5kVZ/N7l9TkWB+50cxazczNrC6b37ckl2P94Z/MbJ+ZPWNm3zazomx+75KaTPWRhOvFzOyJiZ//hDrXh+vuN7PrE8o/b2ZHzKw3W9+vpC9X+oiZlZvZv5rZc6EdX8zm9y2RXPn8Q/kvE34OfdPMYtn6vlPm7jp0LJgDWA68MTxeAjwPrAe+DNwUym8CvhQeXwZUh8fXAY+ExwZUhsdFwCPAlknueSXwH4CfTyj/AfC+8PibwB/N9/ujI+f6yEXAKuAwUDff781iPHKsP7wjXMeA7+n/jNw4MtVHEq73KeD/Tfz8E16vAQ6Gr9Xhcfx6W0J7euf7fdGRe30EKAfeFuoUA/cD1833+5PvR658/uG1qvDVgH8m/B46n4dGJmVBcfdX3P3x8LgH2AusALYDt4ZqtwLvCXUedPeuUP4wsDKUu7vH//JbFI6k2ajcfQfQk1hmZgZcAfxo4j1lfuVKHwnlT7j74Qx8WzJDOdYf7gjXcWBX/NoyvzLVRwDMbCXwTuCWKW55DXC3u3eG69wNXBuu/bC7v5Kp700yI1f6iLv3u/u94R5DwOPo/5Gsy5XPP1z7VKhTSPQHhXnPpKpgUhYsM1tFNPLzCNAY/wEcvjYkOeWjwC8Szo+Z2W6gjegf7SNp3L4W6Hb3kfD8KNF/LJJD5rmPSI7Jlf4Qprf+HvDLmZwv2TPbPgL8LfCfgbEpbrMCOJLwXD8/FpBc6SNmtoxoBsSOtL4BmZVc+PzN7E6in0M9vDqoMW8UTMqCZGaVRMP7f5LwV5qp6r+N6B/0n8fL3H3U3S8k+ovRZjPbmE4TkpTN+1+H5FU50Eckh+RYf/gGcJ+73z/D8yULZttHzOxdQJu7/3q6U5OU6efHApArfcTMCommyn/d3Q+m2HyZpVz5/N39GqKptyVEs+TmlYJJWXDCX/X/Gfgnd/9xKD5uZsvD68uJ/mITr38B0XSC7e7eMfF67t4N7ASuNbNLzGx3ON49RTNOAMvCf+gQ/XL58iy/NcmQHOkjkiNyqT+Y2WeBeqI1M5IjMtRH3gy828wOA98HrjCzf0zSR44CZyfcXj8/FoAc6yM3A/vd/W8z/o1KUjn2+ePuA8DtRFNt59d0iyp16Milg+ivNd8F/nZC+Vd47SLoL4fH5wCtwGUT6tcDy8LjMqJF7O+a4r7bODOZxg95bQKej8/3+6Mjt/pIwmuHUQKeRd8fgI8BDwJl8/2+6Mh8H5nu8094rQY4RJRYozo8rplQRwl4cujIpT4C/BVRUFMw3+/LYjly5fMHKoHloU4hcBtw47y/P/PdAB060jmArURD/U8Bu8PxDqI1jDuA/eFr/D/dW4CuhLqPhfILgCfCdZ4B/mKKe94PtAOnif5adE0oX02URKOVKLAsme/3R0fO9ZFPhucjRH9VvGW+35/FduRYfxgBDiRce9Jr6Fh4fWTCNbcxExNgQwAAAf1JREFUyS+K4fWPhJ8drcCHE8q/HPrMWPj63+f7/dGRO32EaITKiRLAxK/9sfl+f/L9yKHPvxF4NLRjD/C/gML5fn8sNE5EREREREQkZVozKSIiIiIiImlTMCkiIiIiIiJpUzApIiIiIiIiaVMwKSIiIiIiImlTMCkiIiIiIiJpUzApIiKSIjNbZmYfD4/PMrMfzXebRERE5ou2BhEREUmRma0i2hts4zw3RUREZN4VzncDREREFpAvAmvMbDfRRtXr3H2jmf0+8B4gBmwEvgoUA78HDALvcPdOM1sD/D1QD/QDf+Duz839tyEiIjJ7muYqIiKSupuAA+5+IfBnE17bCHwA2Ax8Huh394uAh4APhTo3A//R3S8GPg18Y05aLSIikgUamRQREcmMe929B+gxs5PAv4Typ4ELzKwSuAz4oZnFzymZ+2aKiIhkhoJJERGRzBhMeDyW8HyM6OdtAdAdRjVFREQWPE1zFRERSV0PsGQmJ7r7KeCQmb0XwCJvyGTjRERE5pKCSRERkRS5ewfwgJk9A3xlBpf4IPBRM3sS2ANsz2T7RERE5pK2BhEREREREZG0aWRSRERERERE0qZgUkRERERERNKmYFJERERERETSpmBSRERERERE0qZgUkRERERERNKmYFJERERERETSpmBSRERERERE0vb/AZCcKace1AVzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu4 vs ADRmu20\n",
      "Both were measured on 56 days:\n",
      "Max diff=0.040073254999999364     Mean=0.040058741607142734     Std=8.293743814661712e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "    \n",
    "    if (dut1 == \"ADRmu4\"):\n",
    "        # Ditch data from before popcorn noise treatment\n",
    "        DUT_one=DUT_one[11000:]\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('deviation from mean (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu1\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu11\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu4\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
